{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def affine(_image, src, dst):\n",
    "    affine_matrix = cv2.getAffineTransform(src, dst)\n",
    "    return affine_matrix, cv2.warpAffine(_image, affine_matrix, image.shape[-2::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def distance(a, b):\n",
    "    diff = a - b\n",
    "    return np.sqrt(np.sum(diff * diff))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_feature(_image):\n",
    "    sifter = cv2.xfeatures2d.SIFT_create()\n",
    "    return sifter.detectAndCompute(_image, None)\n",
    "\n",
    "def entry(_feature):\n",
    "    kps, des = _feature\n",
    "    return zip(kps, des)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f261b570198>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TaNalbUmLYIm3Ld4xhMd6noqOt5EuikpItjVOyELEZ1KW7l9yrUSgrieiSZJXbl4pysy/vdghhL4DnboYhv2iPGImDVXyruJNhcbmVpYPrGPX3tvpH1hHbV1DtE0Iwe13X6D2ex6v3DTHxeU1PPf29oionbyhdspn972jdJ7J8/ItzZzc1hjmeSojtMhxZnRkZSkFvu+T9xTGQN7TeEriKxPoz2CkDB5CS/rKGEBaQ0kapAQ3A6JnN/Li80jHxdfgKYFjHKTM01SXYXjwOLVZB61mqUGwrL+Ll156BepdmppqmZ3x0b6L0iaYcm1AFJi78DKtG9/B5MsPEFq0IeaLvkgO50PijssocSIJnZNag9KqlGSFU3xfAekSRVFySGrnWqsyciWRZ6T425WmsU2VhxIRHvbLYvSK0oro5ojvmrhGaeGHKSebaN9ryxser3uBNN4RquRdxZsCN9zydvpXrmPbNXtTb95sTrPz6+OMLc1wdFcbkz01JduNMfhZmO5wefL9HTSMKW79ywuseHGO7/50V7RfuRwQBaTZ4X6JpgsgAxnFDp/tqz3CCCt1GGMC61PjOhJXCmoweEIg5i7gGVAGHOGSyUh0wUd5Pr09nVy+OMyKZd3s3bOHA/tfYPzSEA19HWgfso6L0gIhM4FzMrTsBbKmAaemAV2Yfs3XutQ6JYW4g8x42l4T5ZuFRvDMxzhFMpRl+4Yx5KWWc9GBG7azrLYYWabJDqHVrYOOOTJ8tYg6kWJ70ttcKUdK2neCUuJOQ3i9F+NoXQyq5F3FPxtq6+pZtmINO/fcRv/AWppa2sq9+SkRBrVziqsfnOTp97TjZ+x3C9lCM20O9/2HpUgN7/vcIA//whIm251oe8nQPajaRo3IKNjN2Kl5GGMtQt/Y8EBjDMIViCDWW+LiKYUUgppsBimMTUuRH8fLTZNXGoRDxvgYT+GSY+TcKVZtX0uT00x+aoRjLz3B0vZGbrhuEydGFXOz42Aaqc3Wkvc1yvg4UpDJ1FjnIgK3rZ/ChUNl515p+J60sKWUOOFit8ZafAKB1iLWkcV+lAQWsi7DyJm0NoWdhH0fJtdyouMqST9FmSe5eo8ktNJD56kyVm6x0olItKcYH1paTmmHMV/HEb43xuDKYtsr69il/gV7fFCekcWkXqZ8taI0vC7yFkKcAqYABfjGmB1CiHbg74AB4BTwQWPM2Oupp4orGzuufyvLVqzhql03AmlLXRWRvOHrpzR33j3CP36qtywMbTHQEo5d38ztd1/gK59ZWloXBiM01rouEop1WlpCUdpq2cr4+MrH8wu4roskY51YQhI666QMUoaGZXgzgdwgMBgkBr8wh5efoKezlZPHD1Kblazo7aZ/aRdDQ+fYufMaxp88wolLZ2jscJDbn8d/bi0i34bWEu3Z2HO8OZya+td0LZKOMilEMQlWdP1LpQzDgn6zBesqueaRbFIewlcpfDHVmRe9lmZVLNZf3M/E/IhxS/9HRTL8cKGRQfG40usM0gaYmmJOGJlSRiX8U1jetxhjLsU+fwb4tjHmc0KIzwSfP/1PUE8Vb2LU1NazdcctLFm+io1bdiKlwHUsSUtCAih3HNkHS0YPYDKqYM9XLnHvJ5eUHBM+gAtZJ+HN/+JbmnjxLU3c/mcjfOdj3XhuuD3uTAssQK0xShf1UmnQUuPjoU0Qty2dyEoMITEIbewkH2PQwkUbgzJ2Mgraw5gCEg/tTzE2dpEzxw5w6817mJkY4a+/+Agdez7F7ImTnHdfIrthip73PMxE+wgtqw4z++WPgpAok0FIhUEiZCblpLGzyGVRK0g6CCMCD4jbJCbexOUjbYoacRqSJF1pRfqoY0yQWppGXEZ8ouhjAIMIQw0rtCdZbvjZOkuxGr6yvonkeVQqL15mcmINptQxm1qWEJjYwhRCSJQOfCUUr08kyi2ic3kjZJN3AzcH7/8K+C5V8v4Xiy07b2Hbzn10LelHGx05kkqcTFEkVVHTtK/zrzDef2iOH97Vgu8WnU9pDqp0C6/ciVc7o1jz7BSHrmsEiE0OKQaCiUA6wARRFsGf4zgYHa6XWHzqo2RRJowPD8INlUKEQ2mjAEVNxjA9OUGdVPT093J4/6MMDQ7S0dZMc10ddT2bOXThUXrqeui+6TF0c4654+vpumcfq1Ud360VTM15OBmJwKD9XHiGtuEGHCERwsGIQJNPuQ7Ja1bU9+MdWRA6GTdbY8emhRTG61iM7FDZaiWI/imSXXFj6b5pkkeyrPCeM6Y8NDLtuOR1qnQe0fbYdS4rKyDq+doYbStr+xtreRvgW8KOB/7UGHM30GOMGQ4qHxZCdKc2VIhfBH7xddZfxT8DHDfDlh230NO3irVbdgOlN77WPp7vIwjSZUorRUS2RGhABbpk8Z4sv+FDYl7+So5rvjPJvZ9cUnJTx4l7vgcr7btv/VwPt/7VCAd3N9jtMeeVtboNvtb4WuF5Cl8ZCkGbpXAAhRB25qQIhuxKaRAKIUw0gtAmeGjruqnN1GLmJmiuz1JDHiVzmNwkF6dm+KVPfIL7vnYPTQ0N7HvrnXxXdLK2bjPZt/4e/ac/heMNsn7qOW7MdzBayDKh8zyddVEYRLYeb2oYkynYa6EMQjg42kUg8KW98ElnZFKTjciaGGmGUSaB1V0S+5Eg7KIGXX7dS61va1XGvwtjwYO13qLOIi7dJMuUonx1oTSEES2hRGeMKZmIlH5M6T1TyRoPF1gIyzfadnDGHlR8T6i3m3nv1ai+hNX9RpP3HmPMUEDQDwshymcOVEBA9HcDiIWWSa7inx1tnb309q9m8859LOlbXWYllVvLlqqFENjlVpIxs5UnOkQJ7GPe/VUvznJpWbakPrvvYlZgKbfChRDMNQjOra3F8Qx+KJ1g9W2tTURcSulgOrxBC43RJlrxJux8ZEh+QUhG9HACBkHGdfCFQAmH1nqXQm6CpUtaOX7wNN6lQd6em+GsKXDddTew/dqdHDl6FNEHw2M+Awgks5ybeIT8wCj1V7/K6WdW83zGR6kMmZoGtF9A5yeC+S8GiQPI4LKnd4qhpBGXnqI2m+KUbBOLVltIlgqdg5WufdA8Iv0Z0JROsQ8jNSpZ4nG8lkRTSSnGShzhyM9gjEodycXLmLcl4SgyzEMyT9sX0vUX810Sr4u8jTFDweuIEOIeYBdwQQjRG1jdvcDI66mjijcWnb2r6Fq6im0799HW2YsUdpKJE+jVypTrlwDGcUC6qEwdyslgpMDRCtdoHJPHFxoHomRD5bkqAjIxWNIWJoroNcbQPOrxnY8UQ/zms0Ycx8oTIUcoP770VPiw24f0lesbWf3sNId2NQTORkvSRkNBaXIF36Z8VTafiad9jDF4XpBESdiOqaAKwfkYMm6xA5JY6xAvR830CfTArXQP/S0FV9LZWsuH3v8O7vidzzLiOCx/7iX+wROc7lpGc0sn40OH0dnlXD6+BnXVn8C05Oq536B55y6+ffZbzA1ewKnpxWRr8M7tRxdmEKIGTDAOMCCETagVrjIfJ404eRtTlFXC65a8tJUsz6QlKUTK7xOsZRlfHCH8PZL6cGSJp4TmJUdZIiXxVXziTySJICML2Eol4XUIVaBie5OGQLjSffF8AeLfLUy26eWWGh7J7ZVkrUr4kclbCNEASGPMVPD+duCzwH3Ax4DPBa/3/qh1VPHGoLG1h5bOPjbvuI2eZasRAmoyTvAgh9ZlceAXwhhDrqGdXH0b0+3L8bO1AGgni+vl8TM1uH4epCTr5eiYHKQ+N05jYbKkjDBKQPnhMN4gZGCZB9XNNLvMNVXWIkMIKUqcatYyszP+ip0FhEP22VroGPbsQy4kSmuUsutH+gFhK108NpRVlFI4TgajIZysY7eDRuMINyIRicabm6XXO8mQXMm2zeu5+pqtPPqdh2hva+G+G/fy4ce/z6dXDHBhepbeI0fo7u5mYKCOyXwPRx7bQeMrvazf/RxNTRvp7G6nt6eLqckpxvMemc7VFM7vB2WtfCkzgEEIBVLbRpW035RE+IS/c7FTLhFGIpKKX+3w2HhellRij6SxuHVdTLCV/C3TDIM4YSfJWwadZOhQraRzx88gLhlF9RgQqfGmieXSyspeHHGHr4sbuZTLTZXqiuP1WN49wD1B5S7wZWPMg0KIZ4C/F0L8HHAG+MDrqKOK14Hmjj5aewZYufUW6lu6UMoOE13HwRFQm3HsVGshKPgaVwpcR+A4wcMHTLf0MNExwGxzD7UzE7Sde4nG8SFaR07Yhzj2oDuOxJWSTGC1550s+Wwjp1fcSC7bSOv0CN2jJ2jKjQOJ2XGhBYjln8kuF5URkSVunYc6euKKD0WYwyJuCYYRE6XTqsOHoWnUx8nBlPTwlaLg24UGCj4UvGDCiBBo6eDgIIQhmxUYLfCNH2nCIJCOwHFcjBRoAY5WKK+A8KZ4/Jt/yV23j3NIXMXxf/gSm9auYfjsaQbe915e+MhPsfzx75M7epR8PofrOqyuHWF/djtbMqNMD3v0nvwZRrqGefzxJ1HGZXlvO6rhVrTM4p2aIytq8U0dwkiELGCkQUmNpCa6HvGonBKCiEsd9oKiwxFKEN8uK3CHCUQw+xuGvUTgfNYiujZF/drGVMelkfks7jJru4TMi79xRWdp8TaJOo8w0iS8LxxXYIyM9jeYYFRF1PkJuTgSjbc7LkelWdbxUUKp38GUyIaLwY9M3saYE8BVKd+PArf+qOVW8fpQ39TBis17aekeoL13TfR9/AEJcyfbyRiBtWuCpaRcewNr6TLRuZyLfVdRNz1K/yuPkCnMQqSTWp1YOKUWmg2P00gjcNUcrjfLulPjeE4tp5Zt58jA9awaep6WqRGcYBKF1hpHAsKSpjAC3w316OKUmVJttXjz185qHM8w21oUsktjeYNog3iomjJ4RqGVxmg7xd0LVsoxCDQC31c4bgYhDFK60agE7JTxMLYbrE5uK1YYVWDzexw2b9pBfUHznLORuVf/gfbGOsYnxjh1yjA6OsqyvmUYYFnfMgr5PPuHH+I7r/wOv3HDOxm/PMbX7vkaP/+JX6GrvZVTp8+RratHNCyh8PKfI7TGzbhoFUzuwM6+lMYub6ZjpBCf3h0nEx0a6MWBi71akekd2xdrrZoKq8mEZRtTlMXCz8VtKfJbwkpN6tRJiSHsdBYVBRIfRYSjLwzCsdZ1LDIPmTDDF9Kw57sGae8XdK6nHDe/5l6dYXnFoqltKf3rrqe5o5/OJSuLw2Ip8MNYY62p1Zpl2qNBetRhve2jXh3TCGazmdDNaMP8pMBr6mRoxTVkc5N0Dh2i5cLXCHVKg9UDjTGRxz20vqWwZK4xSCExwgqeQgiEVyDrFVh7/LsAzNU2cnzZdrRw6B96kaw3RwYZ6d5aQO20TfYUcoVN2+qUDInDmzyXhbfcP8F3P9AGBpSvyx4ArVU08vBcmPUVBaFRSuH5Bl+Dr0BIB22wqWGNQRUKCCFwginqSuWCpEIumUwGLTSeUihvhhoXZifP0Vzrs23ZtYyoEY7/8FV44ZMUeu+i4HqsWtPFs888Q8bNMD45Tf/yFfT29vDFp7/CZz74H1m6ZB9bRn6eMVHDvnf2MpoRbFq7nFeGPIb6PsrMw/+O2to2jNOD7+cRRiBdF+3owFqsCXKKVyYeI2IkG8szQmz0YrXidIu4XA5IRK4YEx1bbEep1b2YiKF4XXZ0FXSf80oRwWQpWezUrEQWnp5AxkNDZXlOl+h9ok1pln6ys0lDeXROKewSczpRn32W50OVvK8gCCG56oYPsWv7OxieukghcKYBkFEgBca3q3c4xnCTc4mmxkmc2jmMcjDaQWYLLBMGlMP0ZAcH9DJMOFqULmc33UrD+DDdJ54hCvcTpQ9ZuOAAAFrayR6iaEHYTUXyjgg4eGQyczMsP/EUJ1bv5dDaW9jy8v3WQhIGiUALQe20wvEMOlNqPSWtGR1IHC2XfcJwv7gemsxqp41htlYwJzWeb/Xugm+CRRXC9KWEXi2U8pHSQQqD53lRuFkm4yAcQd6zsysdFI7xWDHQS31GcPH4JS5fnOXiUJ7xiUlq8/fy7MrfZ9WFR0A4PPb443z0ox/h+LHjrFm3ilw+T+3MCd49+kn+asy4QiMAACAASURBVGINg14tvzXQjvQuMTsjGOv7II3Hv8BYfpZzI5dZubaX3EwOmc2CowCDkRJD7BwqwI4u7E6SYmx6FM5X8f4rd8AR+Uh0jLhNgvcWjiIpLTOdoEudiInsgAT3lxAgZVHOq9CJVZJcku8rIdX/sggn43yauSB8jmw3tVAMXpW8ryC85c5/y7XXvI8zlw6yccU+Dt7yZzyzGVo8TceM/aXXPF3L3qMTzHlNPDrST151ImYSPb9SONJQl8lwgzpHQ/0oX73+v5EdG2Lgh19BYGcGYpSdnBKzSHw/XBZM2wULVBCZYlkgmH3mBo+0RAA53y77JN3QmWgJddnhxzDGcHzzrfQOv0Tj7BgmsIQaxxWdp/MMr8pGseIm7EkoOhLDhFF1U4q8VwBl8D0PISVuJgNCRpaoUpqOEZ8DGzPktCZf8FBK4/kGkPhGBRONJK7jWOLGQRqJyimEBtfJWH1Y2tFHfm4W35umQUxz6eI53nnTh3hx/36Gj9STcdu4+a3b+OGzT+EIiXfs/2H/aJaevZ+mR9/HF/78j2htqmfTpnV8cNutvPrwL/P/jlxDW0sHv/3hX+HY9/+E/gv/Jy/XfpTs019izdbNiO42JsZOMzU5QlNbD9NeDiNdtLHEbVQgb5SQRCj3YCNstI8w4ET6tIk61vDaBm8WdV8WNdtSvRtCeas00qKSXp10VCZna8rAcgab6MvoooZcerqlFnSqtWvKdfNSCSf9PCtF4CzmGsVfQUQpdA2xleajpgoWyktQJe8rCKtX7mDw0jF6W1fh1Bzj8a2Sm5836PuW409luK12hMbuYZ5Y28HX7lLs/a8aZp2Sm00IgQxuFCUET7v90HUrm4ceZM2RZzjQsNE6BlWRIMMHRgdWrVJWgtCA73tkMpnAkQSuYx2dMoj1NtrgColGBJytCTPjhSS+4vj3OLb5bfQNHqB16jzGGGYaJX1Hc5wbyET1AxEbhFq4tRgNXrY4rVsjcKJERaVE1nfG48CG2tgQPyjStdn+tAHHEWhfIYywExeNDiJQ7EQcjUH7vnXSmgItjXX0tjejlzRz8tXjXLp0kXumb+I/bJ7jwsgFTp06g5SC+oY6pk6fZGDzDTSu3sfGJZvwzz/L1x74HhtWdbCjcy01bi/Xr/s3nH7hHtrz+5mtWc1KeZDvu3V0drRz8vQFJJq29kbmvFkQtRgh7UrqgQUcCdkEI29jl04juCYiyROxmOU0Y2++YX/4UQgRI/ukY7GcnCvVESf3uCVrfYiyWIcpRr3ECbokoiYhhURtTtSZPCd7LqVXKNm28Lhk5E1qWbF6o0gmAfOlml1MB1El7ysEja29HL90ll3rP4TfvZ8jNxxk939cTk5IpDG8Z8kRHhnbyuyFZaghxfWPg/754zy92mHvb64rtUCc0KKBy/t+iuYfPsDF85Nczqxlr3yCl+Z2MuNkCGcMhmFeWmt8pdBK4SuNMhpPG/KFQjHnh9S4GW3zRgiBY0zg+TeRy1E6NimSCSJOhK9Y88LXmW5dwlhDN00T53nwbU287+/GeVI3x+SRwCLSxVmB4QLBR9dmENM+vhvmH7HnGGnzUrLmWJ5rXvR4anudDbMLZBTHERitrEvTGLTvoZWVH7S2Wr5vrI6ayboYrSjk8mQcRWu2wHU7ttPbXsf64QnUxCSjy7bzvfEsTz73JN2drdQ3NnLMGSfTKKjJuGxtOInvHeXlo/s58PJx3vHTn6Lg1NA+8z32dr+Ty0cvcWbgFna85X3IJ3+GEXcjd92xg+f3P8fV2zZz/uJlnn/xKZatWItT34NREkEdvgeutBKKFPbfhJadMNjpMSGZBjeWiMTgMpKezzoOde1o6ncJZ4kSqS0su5IjrnQlH9sk1w2t0aJ+Ho/tW8jxGf8uieR5pksg6bJI/JjQ6i+XS+xJhCNDe45FOSl5XdLi2+drf4jFLdlQxY8dLV0DAOTVK3zv3U/S/vfXEybseU/vIbx8DdOBVRw9JF9cw/oxD5FRZTc5QGHNNuqfvB85fdk+zVIyO97L1rpnSjVuY9d2VMbgaY1vDXObdCnQi30dpEwN9tfGhj4ZY/CUwlPGEr7SaBUm+A9XrjFopWm4PMyZgd2MtfUx0yA5uK2e2mlVoqNqFSYW0mil8X0f3/cZ7JHUTdnlxELnbdhmEzDCjh/mObEqG5hxCoymmL/JTrAJLStfKTxfkfd9CkG7ldHWkak1fiHP7MQorsnz/Ue/xarhMTLjkzQ7Lmc7ff6/lkH23nAtO3ftZGpJDZOra7jQrei6dStHDx9izcoBnnvmKW7avYnMhcd4x2ZFrRnnjuX3s2qVQ3+fXevRODXo3pvYtHED737nO8hkXZYuW8I12zZSn4EaoakRdm1NJ1ywAWulalxL3LH7KD7JJbIw06SAFA04SYqlh6RZzsUUtPFtScQzMlrJen6rs5LevBiEqwW9XumjbARCQNTSBelgFhjFzJdZM1lfJYjFOhLeSIjq9PgFsfOdnyFb10Tud4eozxuyn1uNEIJ3tw7y4NQKfIjWQnQcx+ZqDmYenv+1g3T9/mrIufbGNaB7+5GFPLVTF5EOZF0X13WCYwS7/Gc5IK+lEESaKK3QxuD71klqMChlQ+ySw8j4TL5M7KF2HBtRAkUvv5CSTGCZS2m15un25TSoWernJvjZPxnl6bc0cGhLTdApBFEgQScVtqfJZNj1vM/Te+rIui4Iie97GGNwM1n6z3jogs/JgSwFX+F5PrlcHm0Enm+5yg9WiTfGMDObD6JOHCQOQjoYo8i6IFFMXDxFkzvH8Jkj9Pct5bf2vQtXKY501TB6eZS3iDYeEBMcOnSE9uYWzncZZmslt9DJzLkhHv6be+mob+JI4Qwd3c1cu3Mnv/TJX+fy6Hmmvv0JCpkavlA3xM9e+0dcOn2JB+//Dk0tLVx99XbGxydp71rOywdPcPDUNDWNXUz7dWhtot/PGqlhVEVgjQejHxWzAm30vJVTimlxKYu0CFHqsLT5VMB2qnZ7nBiLWSKTskmcAEP1IKkply7VVkzwlEqeKdJJvIzoHpSyzBFYLnVARW9hYFHHfQSlm4ttTxsFpOnm8y368MI9//45Y8yOtLqqsskVgvomu3DB4WaXG/+xhikh+EDvES5cXEo+GJsppa0kEZMNjDGcbHLpGxgnd6gDgMJN70XOTpJ57lGMFHZCinFQ2rGPuNacn13Jta1P8ri/2xK10YFEEU6nlghHIKNVUOwMRbAyhJQSx4CnFdKRNiugKUY0gEZIB6mtfuy6NqGSkYKmy2c5u/EWpPb4H7/wBEuHfFa9NMPB9W5E1kIUz9FxXPyMy/ojsxzcVUfBVdYph32YPv57Izx2exOH1mVsdEnBJtIq+NpaS8ZBBxaqUj6+1hgpgzj2DCBRvofRHsJ4FHLTbFrZiT83ysc+/Cm+vLWOjzeuos4z/NEXHmZVRyNfd0b4xjcepH9pP9csv569PbtRyufeM1/lmXu+Q8OQIe9Msbq+izVv28aYP8Gp6eOMDE4xVPsJ2lqaaVd3861f/TYn8q9y1Xt3s2bNai6dv8DM1BR7927g+PGzdLQ1MDEzSa2j8JxaFFlLjhFVCxyMzWwoFCbK7WGHHJIwOij8XUgl7iTBybBzSEgGItCKTZC2VZRNqiq35KE0Qihd9igly+SM0UrSQ7FdIjJcFoSIR98U/SphW0N5p7yNRYSdSVLnn0+KCrHQuYSoyiZXCoSdZNLsKQqDDRBMOvmh34QxhrlWj2s2DdNY75fd2M2+gmU5QgeilJLsgSeKjittrS5fK/K+h6d8TtQ0oAp1NtezJpI6AhnSrjqjTUAS1hkWdhrhA61VcbsxwYBdYDuLwNuugtVahLBlGGP9a13HfkC+tgmlNINLHG56bI6bH82hNcEEGTv8zWRqyLpZXOlQkzM0TikwdvKR4wl2/GCOx/fVc3ht1mYN9APpwwiEsHm5w/wbWhczAlrx1a6qYyMTNLUZiVFzTI2P0N3RTGNTHS0tzdz6rRMYo/Ee+q/cPfISP3jxj8k9/WUmxsYwRvHlJ/4nx2aO8fDFh3jqucepWdvCivdvxW91abtjNaPeBNfefC1/n/0tnjj2IA98/V7u+/o91LdcT17lWVO/jj3X72H5sn5mZ2aZmZ7mhz98mscee5SOtkZyM2N4uSl74SLfggDCqeom+t7eSiF5z++MjKPc2i1NdVrcRxc16hThIDXyQ5dPnZ9Pry6b6l/SeVROV7sQQiNFGWEX44idQdL5WamN821L228+LNT+quV9hUAGuaEnMw7ZvjmuHnT49vB65oKpv/UTks//qsNnv3+St204wblLrfzJ169jejbDpOvAYL0NJ7vxLtxHvoISAhxLqgKN8ZWVgrGz9JQQPJnfwDZ9jmdre23yJhPacjaRvJQysm6JvZrQmSiLFp4JHI02lNCP9hfYCBUCMvcLHo50wJtk6XP3cXbdDfQcf5Lf+3gTdTnBL/3NFLO18K3bskw1O5gGBykkrmOzBq5/2WO81bD24ByX2x1+sKeeiYwG37dx0EYghAui6IQ1ONZ/IAPZRIBdLd12JmiFyk8hhUd3o2bzrvWsWN6D57Xz11/6GzZt3MjKX/nfede73sWW/M/zvUsNjKlGbu+o4YlXX6UwN8Ov/fGn+D/+86e5eus2O4tVuLz74z/L0LmzPPX4dylcELRs7GSg51rWfmw7B53DDJ8+z/ZPbuWazqv44l9+kXNnz/BLv9mA1h6DL6/ktlv2cHp4kLPHn+faPXcyNlfAzWSZnsnh1jQhhBMl/QqEBztiIowiMoFDbf745LgVaYKUg9qEv3nwe6dYkOGxyc+l90soiRTJNpxMVRw9Eu0Tluc4Tsnal/H7byGHZTRbtKjulNy3Sb0/Xn66g5KSeuMIz2U+Ik5umy8qJ44qeV8BcLN10ftmX2O68ixrmeOpy42EIV5CgBLwF2o5l7/dzd7Nx/jPH/k2B44v5ahfhz+ehf7VUN+INkQ5Q8KHJ5Q+wpvaYJhxBM0NI2TmuvEJH1L777hOqTUCkeUcjXCDpyF8+MLhsVLKDtmltKvsGGv92igSywbGgFCGXFMX0w3d1E6OMJM1fOmuGq49onj3/VPM1UnOrK5hrtGxMzOlYPXBPHP1BUZ6Mzzy1kZbnxeQDFaj19pa/L7REKRSLRKEtDlRjIza7DjgSE1WKm66YSevHn+FJUt7efGFFxBS0tzSyq0fv4tMQy0PTK3hQz2HmFOTfHvJx/m1697Gb/7m/8amrWt5+dJLDE8P0Ugrh48dY/nKAZ76wePU1WYZPnGe29f9CrPtBT77Xz6L5+XZ99/uhOc1DzzzIOfPDXHTjdfj+wcRTNPb1wbSoa6pHa0K5Lw8QisyZGltqmPWC7L9CaIfxJRY4nGCk+EvmA4jEDjz7pJO3POTqD0OivdfkSTLCS99hFApgqVSvV6Qy8eWuDiSLG1vuVSUVud8USTJ8pLvF9ueqsPyCsDane+lf+NNADTvucDD78/xe78/yd+d3QIEN5Q0eF2aH3zyPLd9dkUgL2harxumoWmOsw+twtz5AeRj34DZ6YA8i0Nn6dgH2C5dFkgZONzVcoDhSyt5TjYHrREgRbCaefFmDZ2jcQgd3ITB6Fpp306CCRxqAgdhNHU1NdF3GUdaCcLPWzJv7mT8qlvofebewOFk9c5sMDGoQbk4yuA6Al3j4LsiiGIBz1c2MiWwDAu+CiJkbMhjLq9QOowSkBgtyOcLQVuDdS21j5ebprVmlpV97Zw9+gxbN29k+3V7OXLkCCuXL0c0OzRc0w4a/vo/fZ6aiUG629qYq1/O6ZGjbNy5gi6ni6fvvg285TT1j9N0659w+onDtNTW0NTUyOYtW1m9fhODw8Os3bCR9evXc9999/HlZ07xbGY1Rhkahw9wY+ZlmltacGUrHV097HvrnZw/P8Jf/O39+GRo61qOkfXMqkaErMHOWfUhFmUSLixsBCgTyCtBr6whNtmGEqJKyhNJlJNquioblz3CUVil7fEbKE6GjuOglML3ixFG8TYsJL0k60u2P15GXIuPJMHEMnyVJJSFiDgZ6231dR1JNi985ZMVHZZVzfsKQFvPGoKflelnOlg9XcDP2XSs4dBTCKgby7D0+UYK2SA00DWcummSc4+uhGwN4twZzMx0tLiuNnbWYRiqp7XB9xReQWG0vTX82QYanRkMoQ4YmwwT0yrjN3qYPkiL4D/QyMPUq1oLlCfxfVA+FPxYPLI2+L7C9zTK14ipy2QmLyGEgxTEnLG23kIWcvWSfL3Ed+2wXmmD8oPzCtrq+76NstBhe0Q02chXCt/X5D1lZYZwYfFQw9Uerc11uPjccds+xsfHGBu7yMiFISamLvPYA4/gGZ+58RlmpnKcy9XTve0Wzp0/wfY71/HSI68we2GKfOPf4qsZptRfU+O2cOTwS4xevEB9bS25XI7Tp0/z1NNPc+TIER566CEef/xxpsdGyU4MIZRHu8gzM+5z6vgwq1avwvcKvPziC/zDl/6C61Zm2dUvcKVHfZ0D6FjEhAnOxRSJOxzdAA4GRxDFuadZtsV7jdTPJb9/OIqLoXx7LH47Vl6aZp20ysNZv5GTE1HyeX5Lv7JEEd5b8c5jvrYshIWIOyozlG3C91JiROW0tNHxVcv7zY3axnZueN9vlHznArcMDPJ4rpPCSH3gWytmj3viV4e58e9aeeKXz3Pjf19K/mId7LoZ8fRjKKOsX0uUroJip7hLu8yUkFE87B41RFPDGPdPbwACSwyNCjICCqfooLTlBbG9sem9JojnVr4quaEDpRshBDU1NRilENJ6JG3sr435dWoyFNZcQ+fgi/bhEgIp7IMvAy00E8zoVBg8z9bnKRNY3B5a2YA5hMD3wfM8cnlrtRV8q3vrwAwXyCDZlkLNnMefGyNrJrlm+2ZefuEAq9esYumqjQw37eDapjO8euQVvpl5gdHCJE2ZepZfbOLS0yfY877N1FDD8SNHWLd7PXPPjNHa1srLL7+EkdC8soVDDz3HybPncdwM19+8j2XLlyOkw/79+2natIYW08Bok8Q8+yzDF4apb6xHSEHvkmW89NLLbFq9nP/+G59BvfKPNL3r/+LTv/5p8tleplQHiho8MqBncVBoMoEcZJF89m1IqAgWxi0lrqQjLvl9aIkWyy6Pqoh+94gMA9dqcFxImnHrNm69SumEq57iezpm/drUBvHyI6Mi1gyZmHEblpscNUaLLyfWuoxvXywxQ4qObh1FSCHsPISEHyB+rV74h1+pWt5XKtp6Vkfv4w9T9lKWJ35thNp/dYpMkxet8OI0eqg2j8d++TzX/+YqS9wNjZjWdq7X46waaYhp14FlSmAhU2oxGQMqWFor/vDa2Y4xiyHUi03xHxMGPwRLjOk0C93O+dMaPM8PVqsBIRwc6VpZBXCNItfSjcnU4DgOTsowVxubGVArYlEs4SSg8Fx1MMFHBWtPhktyBdPGpUS6WQpaU5sRZEyO3OQIuZlLuA4MD53jtjtup3fZMsZar2Hac/juyFLOXxzD8zyWuB0UCgVOnzvDxvVrqK2vock0cDRf4PFnDjNdk+P55w9w881vobWhkWx7PQ0tDTQ1t9Da0c6aNWtYuXIVnX3fonOJR+dMltEWSUsOLo5P0NjcjJvNsHzFCurq6rjrrjv51Y99gPqlG5js2c3M1DgfuWUrhbk5G/joCPJGYVAYo0qIO45Soll4Uk0SaRNOklZ2EmmdQXxbvGzXCfLMi1BMKLY7HopYYiEH9+dCkSfx7+O5tiud/2KkkPJjjc2VLmwoLKFklCg3ee4LoeqwfJNj1dV3ljkyFNaBtus/rYTeOfyfOc3lVpuFrG1csO8PllE43xSsXA1q8w6YneVoveKmPY9y9f/8MJ6r+camMxRcbd1y2mrOgVpgY5wFOMK3GQmDm1YL6/ALE9cLE5siDIQPl520Yd8rFcorpY4p13Xs+pAG8A2u65BxM3Z1HG0nljTWZ3FdCcJhfNkGlgwfxsGgdDDZKLCCNFbLVkbb0EdBMOEGMDbaxYY7+hSCTkIrBxt9YvOGKy3QaFwH8rOXqHM1DbUGUVPLv/rXHySfm6Vhepg+7wiFcyd4rv5q/vTP/gdbN6zm7e3XcPjgQZomoDAj0X1TaFXHWX2Bll/extQPLnFgRqEfOsnn//APWbVuNY2DHtuv2s073r2KQ988wF0P1JNrOsUzH4K6thUMZRWitoZD+3/A5g/9L2QPHeTIsaOcPz/C7bffwbPPPMPHf/0BOru+wFfv+SZfu/u/8OSRKZZ2rOBUXmEEONJQK7L4npp3xp/9IEsIbDFaMJSH+gWFpdZTStI6IrJgY/TWESLImVOMGY/fQyKQzqIc7Uk5JNEcQWm0SNiWZLvi558u9ZiyfQhGmiZIRyBMuLBFSNDpZC1idYRtSLZvPlTJ+02OuqaO1O+zNbOIWUHhfD3O5zfQnVHWUs4LChQ1TaOBhmb0q4c5O9nKxblGntpyio3DnbzzlRXct+kUXia8EUXJXW+MoS6bwwTkZ4KVu8MIl3Cf8DUaRmu70EN006bkdDbGoHx748dzZCitEUE4jIzlIWqcGGauscNqk8Lq7+FsS2MMGImvVWBhy6gDCkcYdvRgdXCBsLmatAimNdvYZIN1mAqtOHz4JZYv6WDNih7WrV7BhfNDCGFYO3sCveQ95CdnuHb2Ud6y+1pc12Xy0ihz49McfvEF3tO/iuz4ZVpaVqJch0x7lpY7ljL1G09S397K2/L/ltW53Xz14m+gPEVzZw8og1ZZ3Lkmtvf/Oj11F3jg6CAvvncHre015IbHyE9NgxHs3Lmbhx58hEsjFxGOSz7v8YF33cauqzfRWN/GsWNHEUu3Y5xavLzCd13b2SUM77hEIYQdLcWH7TZveemyY0k9fLFOwTQrVgubdzKYN1RRBrBtIrhXApNAilB1SfYTJQhbJwyxSPcK+ybOZb6okrBsExI3Ek3QyQTnkuYvqHT9FqorDVXyvkLh1uai98YYdD6+CGvgsdZBzovaOtTgWQSCb53czHs2HuCBuqt5yhthx7kO1l5q4dCyCU70TKBrrXwQSiI1TRO8OrIyerJ0JH8Eup+JkXREzFHLyvTQ4nZpw/ZUkGNE2ljrcAlG15E4TvGcGi+fYbxrIJgRaKfFE7VF4ikfpUxExrYtoULqoFQB5XsoLfGVQCmDMjZdrNXvbcSK1DNkXcNVG1ewvK+LnrZ6vMI0nZ1dnDp1ktNd72Dl5AYahctodgW52T8mW5Ph2aeeY8vmLXyhoZOlh04z2VDLKz/9FgafPMP22VayMy4jdZ3UsoPe61qZGjzJvxF/ym8PfoTb3znAxe1TPNuXYWTkMuP3P8jRo4epb+tg+/0tjE+MMXXgMNtWb+ffd/8Bh7of5QeFp3HdDJ7nc/r0WfZdtwujs8zlZ6lrzOLUgid8lHSRohYtPUptvxSHI04ZoYS6bzLsrZLkUfydK4f6gTUECEZMDqX7ykjqsHJDYHATJUwMfSrhPUfR8g5vPZ1CxMm2lra3lFTLNOvwFKREhY57Qh+QFQDDvYUIR67pck382sWNnqTuvdCyaFXN+02OSg+J9jKxfeL7W0I1QTY8Ywxcvgj5HAiJEZJa12NV8wgA+/tHeWDrOTYMtXDX88up853oOTPGgJaMmLrStoRShBaRZVv6n/wulGLCVdRCi1xHK/QQxKhYC1jZOTOO/R7A9WapyU1hwmOi/BzWClfGyi8qiOHWQaehgrwsvlb4JnBaGivDWMIKVzFR5OYmKMxOcHnkHOvXDrCku52xy5f47rcfxhjNkiW9DHsnON+6nxfPP8aXnv5DVgz0c9WWLSzp6cZ14FxTPY6vaJmc5dyXnmbDik3UyVrqVzTRvK2D5n+tWb1/E3teuZuv5v4z+26+hYOHDnPy5ClOnDhJe0c7wyOj3LTvDlyRoefCODVHBtm14zruaPowqmuG1Uf20NHRTnNzM8r36W7rYHRkhBOvvsrguTNkM4KajMF4c6AUYf6ROCppzGn3X6U1JuOf0yNF4v/x/Revp5eO1sLjw045iD5xXWuVkz4aEEKALK+vkk4f1GolOAL7RMaGgjbOFZvbpeh0LY5kSstMqyvZjrizNvp+gStTtbzfxJCO/XnSLJtjIytYZjyG3GysFxehaRJ8NpDNoscvE44xpYCvn7iGtw8c4MjlblzHJeca7t01iHQ0GwdbWXOumZO901zqvcjQaB/DjlvUNY0TkW38frQPefiQJW2CYnhh7EQQ0ubddlyDcAwIbfOgSBHkRwkecsBRikxhjrw2GF/h+5YUtBAgQBlp16Q0JpYkyb4qo/G1QImMJTInMOPwEUbhCA8pNT1tTVwcvsjObWvpX9LG4NmTLO3p4C3/7pMcPnIUpTUzMzkmxi7z/EvP4fsFdl7zbr7zyCNs3rCKq7ZtJb9zK5+7735mpqf4v3/3t/mdz32OXL5AS1MT0xNj5OdmuFz/LB/NzvCxj/80Jycnuffee/E8RXNLG9/73g/47Gc/y/ef+D47du7mh8/tp7W1lenZKab3nGTmOxm+NfhVHFfg5fNsXb+ROpnh1ImDzM1Ns3vfPk4MXULOjTN6foqmjk1Ix+BEjtlyKzP+Pm1bmTPQlKZDjd+XIXmF5B3eI2UdhEhpQ8ICtZEYys7mNCaYZERkkQZdL0bp0nIgsYRYsCyISLe0ww5CCWFDJcEaB9GtWgzbE8HErfBT/PrEy4s/g1prXLdItXGJZL7sggvF4FUt7zcxWroGUi0kIQTHqGVd7UTZMcUQLevVNpka9MQ44UrqQghyfoZXLvfRkPGi78J0nEdXTPLIziFWDjdy3aTHEVpiD7VIedgJvheRxly6PS3iIBj2CuxS8cGQU8qihSQFCGOdqTJYHq12bhJfuYFjUQSRIoEEgolkm6K1Z6fDKxNM5zaBNmlCV5dG4ONKo48U/gAAIABJREFURUOtS0tjlrfevIfz507z8ovPo7w8ff19DA4OcuH8CMeOvcoNN1zHkiU9zMxMIYThL/7mbzjw4nOMXb7EwZde5MiRg8y4hqUbN/D5z3+e8+cvMDE2zsSJQ6zIKkZGx+jcejV1f/pHPPriizzxxBPU1GRZtXol2vjcdPNbQEBrayt3ve0uLh48wdCLR/C8AkZqvnj4d3HqT1NfK8hmXZrrG+kWgmV19XR0djI5NYEwPmdOHuP84Glqa1x8VYh+5/jra0GY3nW+corfh/tWiDYRRVJPa0lIhuGIKXIKxqzacAQY93uEESbJKBNBGsECgdyhtUIHoYZRfHWF0UTSyVn8bKL/5D42JUS5U7dUSkzvUOdD1fJ+E2PV1XdG7+M9NUDecWhtGuWOmQLfzPcFSZViVkUw1JP19ZjZmeAmKt5sR8aW8sG1T/HVEzdY4pbFG6aQMUxct5/O9iHGL1+FUYpiP1+cYm3bFEgdaTefKd7A1rse1C/DhRhMFAqWcYNMhMFQ1HGgIeuSkTYczBgQuRk810V6OXxtE1D5JtTVg0RYgfxpJwXZBz+PDREMJuOj/AI1GQfHldTXNdHb1czc7BQ1Is/zT32fo4df4QPvfydLe3u5/777Wbqsj9NnBunu6eHhhx7gySd/gKpr5LkLE+xeCkM5xcThY2xfMcHxI0d45zvfwze++SBN9U1cu/1a3tYyS19HG2B4z6a1fOUb6/jW0SOcqDmDXzPL5NQEO3ZeS39/P5cvX6Z5y9Ps2SZ4+K+/THZ0jsLFGd76mVu4PDrKtf0eMwXBqZE6VvdkWK0N+7ZuJrt+G/fsuZYT65ew8u6/RJ+eoLm5g8Zml8KEtVrj+mrJ7xRD0slWnOIeWsXFbXHEySq++HF4TDxHtxFhTpVSSza0QiPNG4GDa/cS1n8TSiPREmKx9sgSqzpojwnu2DAVcdTuorFh78lgtaeScy8/xpavo2cpmXK29LwrOyErWtsL/D5xVC3vNzHae9dW3GYQHLi0msaOkWjmY4gSy0gKhA6T44Q3sUYImPLqEjdRUZ/s6jrDqxdXYzRBvLW0/7EHJNSsNfEHpmj+xC2TkplrQiAcGeUPl+ENG3tY7GQcaWUOgokjSgUOSaud+4biDFGto+ugdHHJNmvxhOXYVeRdR+AXckh8HDwuXxzGy00ijc/+Z59m3ZqVXLVlC20tLXR1dbNh/SbGx6dYv2E9Q0OD7N27h9MTM7SpOQ4deoXa8SFGTC1nRi7xvve9n81bt1Ao5Nm8YTv1dY38wbPn+N7Zy+AILrZtQBc0F49MMj01RaGQY3JyktOnT3P27FlWXDfL3EyG0ZNt3PmxNUjHoWtNPydPn+TIkcPMZFZx+DRcGh3k/EQ3o8cmOfHgIE92dfHU1ZsROJz9Xz8BKC5eHCKXm1x4/I1E40REW9Rui6QVfh+/x9IIPPR3RDKdLF9cITQuQsKVUkax+8X72wQEKSM9O5yta+LlxNsiYhq7lqAl0shock5S+onuz6Ce+Szr8PmJuS9LRpU/ymim5HqkfGcWKHPBGZZCiD8H3gGMGGO2BN+1A38HDACngA8aY8aCbb8O/BzWN/RJY8xDCzVeVGdYlmHJymvYevPHIlI2sRuwCKtjfnDZs3xjcDvTUV8c0wA7uu0dP3YxOj7+f1vffr4zfHUgK9jt721/iQdHtzBXZgUUtWvfV4QWuJQSZ9eN6Bd+CAUvigSI1/f/s/fecZJd1b3vd59QOXSoznl6eqYnR2k0QYM0GgUkBBJCIGOuZcDAw+baxtgG+xoDNvj5GuN0sa9BWGATJYECKIPQjMJIk6c102lC59xdXd2Vwzlnvz9OVXd1T4+E8X2+eu9qfT71qeqT6lSfvdde67d+ay0AoRb4sICw4RCwMxmFkOiqQNcVNE3D73bgUMWCxWeYFonSGpR4FJGMkjXNPFRTsPqVhdR3OyEo35gWyAphs1pMA0WCYmZwOVWy0UlammqZnhygsryc6NwsO3du4vm7upkKzLGuv47RT51lcHiYa6+7joH+XhSZobqqgkc7LnKgrZ5zx4+QyZnMl9RzdU0Q3UhRWp3kt+/9Ki8deYm9u67j8GA3uDzcsXMd6XSasfFJuu97kn1/ezWx4Tieeh8Xx8N0JCf50P4GLg3PUB8q5/RzMcqr/Zz66QyDg/2MDg8BFvNzaVplFe+bL+fLmRdovWYLuw7cSNqyeHXPFt77Oyc5eOlX+Kzr9zm5uxKXa+1CcNauqGeClAhLYEkHpnRiWmkQORYgrQKfOr94QiE4R9F4sK3QPEJnK29r5Wdf7KmhKHaj6byDKIRAmtYCxKEIgSUsLEUWPWN7oUYqCwuEFAJFzT/rvNFge1gi78FZdsYwoCqLvVwLrfEWfouwPYsFvsgVlGnhfNtQyNvpyyz6wu9fES5a4ZqLC9DKdvRrP/yPZVh+C7hl2bbPAM9JKduA5/J/I4RYD9wDbMif809ipVD3W/KGEqxssVsqiULj2MtdrcLDT82V8476M+RzJZda3pZcSGG//HwLv56i1j2zYFDcUXIOy1BJXbbq2xjycsbIwoA+fQx1++5FaCRv0eRPsxW3EAuG0eI9Ln8tWuhLGCMSLEXDQuYDWYsLihDq4qS2CgwUabNQ8kpIFQq6oiKkSS6dYHTgEhXlftxOhbrqSrZu2Uw2neZ040WmAzGuvbCO3vox3G43ra2tvHb6BNft34tl5IjOzaFbBieGp/G4XXi8HlyaQqlLJRKdZXAgTjaXYv/oVVS/7Kfu6mt5cfMdGJbFuc5OEtEoZrmTkz/p56GPPU8Yg6HNklfawxjSJHpiFerTm9j/wG34PaWk0ylqq6uRUhKdn8fplNw7HeLpijG0Wj/dfZc4cbqDJx79CWs//yhXXXwXjzke4c/Tf403V0G2twpVSqQCOZnDwsAuVpWvnJj3yBa9s8IzLKiH5RYui1BbEdtiyWhZNt6EsNlDimpDFCthyMvH9SK+nXfKFio9ChB2KWDyzT2UPCyoCgtFGPZCpBhYwlrxOy67zxX2Fy88RXcHBZaJkK977TeWIk/hl5A3xLyllC8IIZqXbX4XcF3+878Ch4BP57f/QEqZAfqFEBeBq4FXfqm7+z9YGjceWPh8JQzMVqImP443QryRexpOMTHezGGzfAE7U3IpRLAKOTtFIYBUsKCFEDw9vJ2bGk5TE3PQVN3HoxNbMdWCtUXROSzwqwvW9mKmmUAaOWQ8hvru92M99v2Fe1wOndgus82SXZwzdnsqu56J3SDBNK0FS8hCYkjI6G4cqaSdKVlgtEiZb1dWKHpVHLC03W9V2KwFBQuXQ2F6apbqch/11aUIK4e3zM9Tjz/CquYmvCfdbB1r4dDOTlo/p3M6mSD4gQ9w/XA//Z3n+ZMj78cnPfzje58knU7TM6Wzo6GaO268noGBQYKXQvz+p36f40++yrbOdahnk5S90wcqPPLcC+ipGEMjw8xlJlg9V0dki+TLH/wGH/vL9xCbtzg662b/nhzaPzsw1sXo+ceT9MeeYXzEj6YplLl8/MpgLX+/5iI7d2zlyDP9+EqrmZqJoCgKQ+5B7gzczJ8lvsKvtvwG1k/+iJTwkhvz4bt1gHQyiwPVTo7Jl+S1ZDbfk7oY45Z5mAzs1de2ZO3t2FBGkTW6FB9ebDq9dBzki53lF96FWiNFeQBFCDgi/4zVvBelO3UMw8TME75tsMcuZmZb2RaGyNpPPd8hSpHaZXNnOfxDYYwWtV1bUSGLxXxJOw5zOYQiuNxWLb6ePQcWYwGvh4u/kfxChanyyvvxIthkTkpZUrQ/IqUsFUJ8FXhVSvmd/PZ/AZ6SUv7wDa7/FmyyTG788D8CS12r5c9KFgUEC1ZTBRbXV7+GZWq8OtlGWHeT2rwLTh+57PxqmWVvqB/NkeVYuI1Bw7c4iZa5u5Yl7SSYQkSQpbgh5ANOgSAiVAUDF7CtFJYESgtQxoLyxg7+OHQb+1bzLdMc+TlQSNIwUYiu24vztcMsQCKWlQ9SyiLOOSw4lEIgFIkghyogF4uQS8VoqfXjUC1yqVlqqkO8XQmhCsm3wwNUVVVRX1/P2bNnebavn7K/+grZ73+XbEkA99W7qf6rP6OtpZU17W2cPduBogqmJyeYGnYSqmkkVbaVobEYd24+z8YaJ4IkPdM+XnrlCNcfvBHd4WDVt25gUgxzpv0h3vPHu4hMJPjm3zzO3muvJx6Pc/78eRobWzhy+DB7bhsgHhd4PPD9r6f4A/06xokzfV0lZzpOIXUXAX+Q5qYmyktL+fGPHyMYDNLU1MTg4CD7xVY6WxowgxXMZ1WcTheqaSGkZVPtRB5kk8XFpwoxiKIiViyylQp6zYYflsIGyx3tRSVoB7ZtbwiElAtsPrFAAbQXXUVRUHXb68wZOaS00FQVy8zlr2ShSBMrk0MXhbrlpl10TVWRaJiqCylUFMPu5bSSkly4N0W1fdYVGCFLoA1l6b7irNNFREhd2Fc4H5Y2Pl5MdLsCG6dIXg82+V/NNlnJ/l/xzoQQHwU++r/4+/9/Kys94EIAZRFyEMyg8NLoRja6pthT34mR8PFz935qRYqEqaAKiyoljc+RpqRsisRcOZ3hKoYU18rfm8dJTcsm1xW7l8stGEUREJ+HA7fBzBgkYpe5xkIIWxHI4vMUsAQyX1balBZWfmab+eCk1DQsh8NW0NhRqwXFXXCvF+7PfgksMLNIM4WiQolXgNtFZGYUI5sknYwQm57iw201ONITiHgNCV+CCxcucOjQIarfeQfjf/BJSv/kc8z/9V/i27OPmdkIGza6yZh215qmpkaGh4bxffR3EKdGCI9nuapdpTxUST3DOIXg0EQvB264EafbzfT4NPP682zJvo2RiTHu//sf4nPUMTkd4eWXX6a3t5dgMEjSMIh9NIArYpJKajz3eIq6+kqCYw6GgxqnOzpQFB2f28PU+BguXaOhrpaKigpSqRThcJhIJMKwcxY9XYVVAprmAEvJL5oSKUzbora0BUvaHmt2xmvhfyvyzSpEHi5ZOv5WhhsK+HZhiCwGt/NQ18JzEwuWtKroKKrIZ9baxbSklUPNnUI6N+B0eMhmUihC4tYEuWyWsqAPhCSaiJEzTSyhYgmBITWkpebhoddXkJZcxuleyVha9jPtxQ2Qtv+wkHG8/Dy4bA4UjvllLe6C/LLKe1IIUSOlHBdC1ABT+e0jQEPRcfXA2EoXkFJ+Hfg6vGV5v5683gMuTJ7l1vKErjFh1cJkjX1+aTVKeSPBqRFyQqXL8pFO+8hOVdtYcaGGiLAr74Ed4JFysUs7qCsOwCUYad4yEc89inXgXShP/mDhvuxX3rVcmNg2VGJZFpYgX43QQghJNs/ENvP8caOyFtPpwTDzCkEWqJEFHN1eAAQgjRwuhwNpJHHqJrPhMZrbmuk4cRKXroCZwOXUaW9u5MNikp/FPKz3tfBfjfP89hmTTCbDnj17OP7MU3j/6m8o6evD8SefR/v2v5LImXR1dXPTb97J9uReLr58gRrrauZnTVKb6/jk1fOUVih88c/uo/TX76Cnu5dgaDWTk1N09nTb1mOpgfO6Od7/wR6klOTiMfz/soeXDx+jvLQU13vqeXWbQnDUw7db9nIwXc0f/+F+ent7cX5ngFdnT7HuwDaMnMnZs2dxu93sqGxj2xGd9t/8EkM9nfzgJ/exum0tUvopjcWZbdRx5NxYpkQROfu5qXbaiw1jLFLebE+poFzz3tMKyqvYql58zoVrLRZeWrC6F4AwxU6IEZq9eAuBQKIptiemqjYbysqOI3LDKGop0hjA766mtbWRYMBPbUU5wrIYGrmI0+FketbJ2HiYuZSK4gwQjtvMo+XWcjG8U/Ail6fSryiyAFMW5p5S9FsL21ZeyBY8ziWxmkXr/JfFzH9ZquCPgXvzn+8FHivafo8QwimEaAHagGO/5Hf8HyvByhbgF3OrClJQvggrj08WBWMSMSKlFfSrOsOKxpyikCng2iLfRWeJRbW8uH1xAEouvJYGt4qsi3QKpeMVCJbnj7WQhXrLRV6CPfiX/7bldL989psviBKfW/J/EVjk40ZYVp4PDuiqADOLUxd4XRqbN29genICp67h0DW8Hg+11VUIafEXFyNUxTqoyQ7Qm5JgGMTjcSYmJhjo62PnyCDK5s3UPvwjHN2dNDY08Gt//FFGjpzHMHPU7m9ivuoiajqH+5kXqKyzPZitW7bwwotd/NN9D+D3+bhw4SKtra1YlsmB669jZGSIv7xdJZsK8KNPNzA+PIXb5UVRNJLRFIpp0dSdxp2ShOoqcHs8vHr0KA6psqmsiVCogvn5ecbGxnA6nTgDNThv3Y+esmjZvoNfLd/HtaF2StIWcZ+TbDabp0naFE1FKzxPUWRVXh58LCy6l0thHBQUtY1hC2xFrwqZZxMV4cIITBRMdCyhg1BBqAhhoSp2oFHIDEYmhpGO4nIE0fQQlhnGMiJsXd/KtvWraGsI8di3fsCLD3+T6f4epBlFFTmy6RjZdIpIeAZVkXkmyspzZ8G6fp39BbjwjebgFTFyFhVzwfNYfs4vH+z8BTBvIcT3sYOTIWAS+BzwKPAg0AgMAXdLKWfzx/834EOAAfyulPKpN7yJtyzvJbLlho9S0bT5dQeNHe1fjnlfHrUHoLYZa8tulCcfuNylUxbrdRefs3zhEOgL31V8XLFVfRkmeMv7EKP9qJ0nFi0QkaepCbGwXqiqaofQ8grdkoZdn00Usigl6evfg37iecTcDFJKHBIUCQYKllAxhcAyDFRhoZNFVwV1FV7mZqeYC0/jceooZJiPTJFJzBPwe2ior2Z2bp6NZpqtZR6+fCGCz+cjHo9z9dVX09rayvHjx+30ZkVl966rSCbi7N5zDdEquxJh7wun8JoqBw5cz9fu+zpDA8PcdPBG5mciuF0enj90mKnZGXwEmLNmaW2pJzofZXh4CE3TSCSSNDY0c+HCJX7vU39AJBLhpZdfQHXqdG8Ks/lciE984hN0d3cxOxsm/vWXqcXHP/s6KS0tJZ1O8+5f/100qVDab2DtrCMei3Do4X/hmuZN1D8yzL/d1IbqrSYjghjZLIpMI/P/Y7ueul1lcQntsgjWsJ+5gUQW1WXPOzyFuAt2zMPE7uAshYIU+W7O+TLChlQw0OzkMQmKzKEIA5eSxaFBS12IprpassfHSPSHWf2R7eTSSRqrK1AUiSpzfPebT5BIpHn/3bVER7oIOJL0dE2y6e4/Z3ImwTMvdDCfsojmQHe4wXQsHZNWoYKlHci2c2yX9WO9bM69/gKw0rblwdzF7SyZN8vn0vLr/ocwbynlr1xh1w1XOP5LwJfe6LpvyZWl9HWScwqyXHGvJIrIR9pnw4h06goXWvx4pcErRIH7u+xUYQdxrmQ8KMcPYe2+EdF1chE2oahvX35QK8uuvxgUFbbXLgUiEUVJxIruJx/MpJCtCaowUYWFahn4PXYtke7OcwR9bkprGuk/04umQXVlBQGfh4GBIYSiEt28nRN6muaMBwuVHTt20NLSwk9/+lNGr51j4oF+PvfBzzA0NEBZWSn1tXU8fuQZqptriU1H6O7r57rr9pNOpRkeHubk8ZPk0hkMw8Tn8+I65+KOxF2cr+zike4HiEQi7Ny5k5GRMXI5g1g8QVVNNfPz83R3dxOLxQgqQTafq8Q0DVKpFB6Phx07tvOp7z7Mx8Ol5Jw5hBCs2fdrHDtXi6JaBHx9RB7+Fn6/j5yQvDjQwb2EkBLm5iLofkfeirYXUGQhe9FeCcUC02T54JALaeP5MiPkwy1FRwi7GYYQiIWkMXXhQCkK0JuKgoWCiSIzKGaW8nI3DbUVHHzbLrwOB9/9v5/DW+GnobKEXMZBXVWQVCqB3+NncmKWj3zkNkKNOkZynjX+Dtr1i7x26WcMz1XhcavkhEU2ZWHKHOBY+C15jhNIgYIJlgGK9rrWd2GcX2nfLyPL5+t/Nmzylvy/JOX169Ec7l8QKrmCpc3SVVymEojTryDLq/5d91IIJtpwhLnkJRSbDlbMdFn6GcTsBNqzP8Dc+ba8giB/ztIymJYEI9/N3UCCogN2owSkxKhtQut4GWFkUPNuv6kITFXFUgWooIgMHqeJJpOUBXWM9Czjw31E56aZ+9NbORXKkfj8+0j9lwOEKkIomkZ1bR033HQLyenTbNn5NlrrvGzbup61a9fywEMPEKmMk/HkaH53G6+89ALbN2/m0vkeXjj0HBdfOc1LDzzBuRMn6VXH+eQjf8nG9RvZt3sPzzz7NNNPlDD/WCWZc0HMRI7Pl36Gl7Mv8JnhL5DOZonMz+N0uXE43cyEw6RSKQIBP+3t7VRWVBMOz7Jl6za8/gDHT51i1549dPb0QqWfL4Y6+J35jYz0DdEeinPjtZKK4Cmi/U9zqec0p44eZmRkmIO9Pr5c3gcKBEo9SJEENYVA5iELR56aWfTcFGwrVyFfHEyAqtgsDpHvOFQwGBQVS1ExhULOUshaCqalYaJhodh11fNEfxWBrkhcIotXSVLiSLOjrZKDu9ayKqQRcqQ48sRDdDz3LKpDJRNNERucJDE1xfnuDqJz0xi5NAhJWUUZ6aSbB59MkHO1k6Sc10Y8eD0KLc2l1FTqeLQYmkyjO3LoTsgYIDQvlnRTUOSGomDm2THFnuby1y8yR5YXmCrUM1nOYLk8ZrQC7PgLylu1Td5kUlr9xla3jTes/JALA8KOhhfhjdFZ2HgVzEy88eUvWxQu31f8voh6LQ/eCDAMrIparJomlImBPOat5t3vAr5tFVnfS4NgKApmdRP6SN+S5A6p2EpB5J1/RZqoMoeiGAiZY2pihEw8ivdtm4h/6UFUIWkZS3LpA7sIP9OBxKS5uZmqylL0TfuYGuujZe12pidHKS8v58YbbmR+fp5TsW4OtuylTHdgZLIE/H4uXDhPMp2ksrKS2A4v1uoAMUXw3Lnj7ChfjdvtovbdJgMnI6SjYTxOB3cl7+Hl0kMYiklVZRXJRJJkdB6huxeaHqzaVsZAl0RzunC5Sjl1+gx1dTUMD40Qi8Xw+Xx4PF4mzEkiWo5PG1fx81OnmPrZs8xcdxp1qpZVq9o4d+4cv5fdgSYEtWtWk9FVLEWiSCvflEDDzkrML6T5h1zIRkTYfG/Dysc/hB1ItBkq+fEgxJKgsUVe8+e9qwVoDJn/JgPMHEY6RV1NGSUBN14tx8RgD5vXteBzO/E0VOBwOwmvnWeyc4rj08fJiRw7ajZxrrMXJRQgFcvx0ssn2Lx1I7PhGCPczjPnHOw/sJ6qhhoGRsaxUvNMGglMxUEikyCdAaerAiNn2BBO/jeKQpGy4nnyCyjswv7lnd+Xz5HlcMi/R34RRf5WA+I3mRz80FcBO4otkViWWdQxfXFwFXijkMeGLesyxVqcqgsgD7wTkYjB0ecXvk+oS6+7sL1o4FhWsbJmyfviAF65cLyiKCi6SvaaW3AceZJiPnHxMYXBWmA1FI5JX3MzIpvBdfpQEW4uMKTAVto5dFWg5hI4yYBlcvbMCVY1NTM7E8ZzYBO+rMWx7zxM2ZNfRI2luPpfj7J9x1aqK6twu9x8+3/8DsGyGkYHernjt77Cg2MjlMzPk+vsodQf4NUXD/O+e97HM88+TWNzE7V1tegOHdMw0Z0OxrQITqFx6omXSSXSXHfdfl49+iq3vv1WXnr5RT574QtoUiMjUnzR9zma2zRWNVwiHW/E7Z3g0SNevvgPf4Q0Bbm0wuN/D5guLny9Bj79ZTZVVnPg4AE0VePxJ36CZRrMhcPMzc1x0/kAJYYKJRZmUsVp6sSULA+FBmhtbEGWN5Pwhjh5rpfW9i2Y0oFhObCQaOQbLks7/byQgiKtAuZtB6jtHpgFPn2BkqksVGu0YRQbgkGYCCmxchl0XWCZGRyaQkWlm43NTejCYrCvh5qKcjSRo7wkQGWohHgiQTqdxuHx0T8yyohzjPGqcUSlQsPj1WRHLQ52fwjF0Dhb+RIvmc8hLUE2l+GmW3fwtmt38VpHB5mzk+x76RwpxSKYm+Rz176d+STo7hA5Q5CTKlJYWEIipJmnLC6N8xRkca5dXkp3uaW9HOtebnHbn5cyT0R+7ojiWuNSkmfCIpG89uAn/tN43m/Jf1AK65jNZb488v96ke0lVrd9xtJB1X0GuWXXQvW14vOKv6P4HZa2I1t+nP15uXWeV8ZKITAp0TtexGhsRxvs/cX+EQVxutG7j7KctYAi0YSClTNwaw7SiQRDo4OMjQ5SU1FBWWmQlqZmvIaHJ28qpdHzTpLpHMK0ePtt78C0cghFY3x8nJvv+l0ef/Af0ALNHOvpYaqplskSH1eXBBh6+lnQBOd6OomnbGx6eGQEl8vF6tWraWhoIHHmDE7dQV1NI6Ojo6iqTvva9bS3r0dK+OOZP2KntZOz2hnmiNHaGGUu3MizZ2NU+Mu4+9oS6ks2MZU5R2w+jlFdTfiqKImv/QD/3/4xcz8+TFdXN4ZhkM1mSScTdHd3E41GmQoGccZybKYRd7mD87kI83qG2tpG2ta08Ssf/yT3/F+fotLrR5F2N3lLsZ8J0g56S0vNj7eliSyKsI+xpJVXcvn66dhlB4qfiRAgLRNdE0jTwOEApEnQpxOscJCoPYU3WMNM/zShEg/pZBS/z4mqq0yHI2SyWVTNycx0hJGJMAgn1jbwXHJSU9dAMFCB6FTAgk0NGxjTupicmGPv/u20ta3C4/URLC0hM3gc3ZoipjWTVvw4kzE04QYrRyG93lLAQkGRNv/lSvKLQifL508hk7jwXmBuKYqygK8LVVkwuJbHe+QK111J3lLebzYpQg1WwsMKlu7yaHWx4hZ5lxAhlihzMTGMiM3Bqnbo61kg7xafp6qLGXJLrIQVsLqFG0WhwNldpJotpWkpyTi59fVkGlbjePHxy3/2wvUW20nl2nfgeuUJVNMgZ9oeiFAUDDMqgAPYAAAgAElEQVSLZeVwOjUCDolixDi8uo/MnV7UxqvZ/6CPMsPHwNAwmzzw1Wf91DXU8hf/coIbrtqK82v3YuUynHvfZ2ld1cK5s304y7fR0tzMUN9FtkUjbNm8meHxCTo6TuHz+dAdOlu3bePw4cM0NTWxYcMGNE3j/vvvZ+PGTUxPhCkJljExMc3Pn3+RT3zitzh2/CSbN29m781Z7r77br7y5QnmL8RtFFh18OvXBXjymIlp5LjrrnfzrjvvJJczmZz6MbNd1fg+dg9zjz6D+dCzdCdilJWVocgW6ss/zZ7tLvqG/4ELAw/iC/h4bKqDxvoGbnvXrdz39a8zd/99HHZV8/j0abJzYVo3riYqdITiQJUGimWhKHq+NKvM9x21LXAKin0hUd3EYpHaaVoSVM2uBCht3r5Ls5CWiWWkUIUFRgozl2bd+g0E/R5OGxp9pzuoqa5mVctqTNNE1xxMTk1hmgKEm4HRSaZmpqmqCuF2VjLy5Xez44ZXUXSFbEUMt7ePo7u7GJzvwqE7KK9VmUsk6ey9yMjYJAOD/XQ6I3S941puefow31q/DsMBfgWkA+aTGTvKpzgxLYlWND6LLeWVDKblY/WKJIG8Ra5pmv2/yhfBEordY3XhPOtyhknBsykogTcCRd4KWL7JZCmWvLQ90kpW8ZUGl1JURW3J/kQMuXoDwutbcQCuFDy5PDouKRTBKijvwoBbqtSXiqPjCNLlvbJFUfA6pMTyl2BUNSJy2SWTQNdVAn4vLl3gEBYTIwOcPHYE4RaII5MAWFjoTiezsxGe6B2iuayEnpkEV1lTBP/6w8T2vwd91QZyR3/G9+//JsODg/T39VFTU0MoFKIEmOjt5cnHH6etrY2Kigr6+/uZnp6mtbWVUCjEK0fP8uCj/Tg9XpqaWti9dy/3fvCDlIdCJJNJ7rvvG/T2XuDkue/hL50glUqzdu061q5tZy66lkDJRVxKCTfsjPPTsyna1q6lpKSERDxJMBjE3TWAmjMQ33wYw8gRDofx+Xy49NUoiousMUV1xXvImhZOtwdLwkx4ht6eHuprannfEw8TNKOov/dJ6hubsYSKUBWbg63YCTGFCKWVh0zsGjGLZVdthVKwTBfxMl3XUVV7gVYVCxULzAzSTKEJA9XKUBMKsLG9hYBLJZecp2aogbraGioqQ8xEZslZksmZMPFUlqwB07PzxGJRQiV+QiXN/Og7NzHYX8Ozj19DIplCjkdIBmZwiCiV1dXoDhcXLvaTyWSZj8bp7j1Pd08vpiWJJGJ8tb2JZLmbpvoaQqUBcpkECgbZTAqhyHyq/cq02CvJLxpULPZ2FzJLl6XLr+RBF8JUUsrF3pyvdz9vYd5vHvGWVLH37s+uuK/YBQMWrGQhBLlcvubDQvRaQRHqZQNmYbA4XJgH70B75sHLBlPB8rYDVysHci6HWQrt2pZa3YWidCIf3CoMzOz170Z/4ccI01g2ISy7g46AxN534j/+FNlUEgCXy0U2m0XXVFy6wkDvWeLzs8h4mHXta/jJYz/k5nfczmuXerhlz01Mz4TZFDhIJD7KvPci8ViUnTu2ExrupDk5hvHcDzl275c5dOgQdXU19PX1cettb2dwsJ+bbrqJRx99lOuvvx5FSKanpxkYHGRd+zpefOllNm3axPd/NMhcTGXHlnq2rJekEwkqK6sIBH3EYlF6pgdo3+ehqXGYM4/Ns3Pru6kKtdPV1cWpU6eorqnmX4duIKWVsbahn3XtQ2zddAse3U/y2YcpKQly/MRxLl26QC6Xo7KynMGBfnTNQcBXz8DwOJ/6w4/wtfv+iWwmjd/tIih8fGno/Qjg/msPc36snzt/P8ZPvrMfw1FC0hFCoqJYKTANstKJZQlyhmn3/jTzCz82Dm7XgS8ELfOhYVloKG3ZWK008egqucQcAb+PUCJJQ0MtuTIH8fkIyfkwHo+b1jWrmQnPEpmfp7ysirn5eYLBciYnpjDzVq9Dt+jru0BJSQnSKqOycjWqNkVVVQmzsxGy0ShDk2PU1tWRSKVxrW3EcjoITmY4e/I4mXSSppZGRoYGmAsPUFVbxTtv/wivdh1lrPQ48dPbSBlepMNrV8fMLUIay/HsxTmxOAcXxraQ+Rrl9jxbsK6LFHvhmsU171ea08UGlnnZQYKuH10Z837L8n4TSYHffSXL90qUopXglSu5ekIIRC6DdvTnUNWw7BibN6DkS16+nn3x76U1LbkbRWCs37n0GiLfNVyR5JrX4ul43q6/rSjouk4mk8GyLJyawlx4mtGhAWKRGdatbSOTTNDasoqXf36YVaXVnGmuoKxmN77aChoaN5BLJ6mqKEdVBCNlTZjHfkbmE3+H0+mksrKS6elpdF3n1MmTlJaW8sorr9Dc3Ex9fT2r29awcdMWDh68iZxh8oEPfID5+XlaG5PUVGqUByaora4kHk/g8/tYt24d4xPjXPdfSkkkvWRlNb6W3aiUkU5nCIdn2bhxIxHfNaQyOX5tR5yymlO8dmk9flcJ84lpxibG6e/vp6e7k+7Oc0xNjDM9NUl1dRUej5cLl87wrjv2UVlZht/rITI7S31dPZ6YymvGBcZFmAq9hJYtUS68orG6uQNdTaMpoCkWmjRQpYUqJZaRRVPtpJUFhlABLlFUhF3HdaExgGWZdls6RSJkDmlkSMZmaW1pYHNLE3864+ODryUx56I4W2YorSqlsqrStox7LyKlxtTMLKVlIWZnI+QMA03TUBSFWGye6elpSkvLaGzyEQhG8PkczMyESSQSmLqDplWrcXt9uMqDzO5cR2xrO/PhOSJz81gIAsESMukM/i3dJJxdDAxcYipwDNQsvu2n0FWJKg0wjcvG80qGbMEYEkLJN8UurmsuLzOMlhtYxWSD14tVFcep8tgOV2KUFUT9/Oc//7oH/GfIF77whf/9N/EmkK03/ga603OZZbsShFJsiRev4EIsLYhffI0lf2dSWD4fiteLkoyhKot49UqD7Er3ZB9rD87FjimLyQ2LUfTFayl9XchQDWp0FrHAprFpZfHr34tzoBMtYffnVFUV0zTw+/0IIRm92EM2MUfjB2+mpa2VFx98GEtYzM5Ms33rBppuu5EzFeW82KxzoEdFScXI+abRVYXhwX4UJJeadxBobKHj4af4eEeKB6wJQqEQ/oCPbk+c57zTXHQnUecyVLmC+P1+nn7a7ikyMDDIqlWtuFwqDXUqwRIvZ053cM3uXdTUVPOtf/smnV2dXHxllut/tZKOI066nz3HqZMdbNiwEa/Xx5+dvYE1gRk++w5BYyjJ/PgoO6rh777poyT1c5REBKeqMTA4xpo9H2Js8CwPTb1Az/AIZ00nra2rWNW6iu9/73uEZ2dY176G8NQ0Jy6cpGV7Gz2+MWarLC52pThwb4onHmjHUVJBY3MjG69qxojHMJMJ24KWBslkyq50p6g2c0QWEBUFVM2OWBeePRYCE6emECrxsn3jata11jM3NYokzcaxLK5klucbc7iqcpQFSvAoAUora5FSEKqoQlEUe7Hz+heCdrlcjsaGWjZv3kIoVIGq6XbddhQM00J3OPEHAqSzJpG5GOnd7Sj1m1Fd1UTLEnj7wsRiMYQwGRsZxFM3SXhUQcmESA+72FZ7G950O2ZOEo/F0TUHplwa37GkQFG0fPcfiSJUkI688pYIxYYJbWVcGNeXz5eCB7vEgl/WHX6lxsMWav4/bAMmlpSEu58a//znP//1yyYkb1nebypx+cquiLtdCfterpSvJBIoFJ4QqoJQBMrEEMbO65GVdVe06mFlxb1cioObV7yHIotEO3+G7ObdRdeEXMNa3Kd+hhoNU2iILJCoQqBYJv3nz1Ne4mPVulYwIVbuZfWaNuKxOKlUktbWVVSOT5CyDNouDqCtjjK3/gC6qmCZORyaimlk2bFjG9K0+KMeqMjAPWE3xvgMHR0deBQdPZlDmU4QTyV45ZVXePHFF4nH4wSCQW44eBCP14vucHDjTf2sWdPLqlWrmJqe5Ps/+B7t7Wu54YbrSSeTHPleElfWicOhs379eoaGhhgcHCCVUwnKCbxuLxhuBpPzhF+ppvzCFDE9RXRqFkVRyK75EslEG39c3sK3kzqfcCVpJMu+fft48sknGe27gBGdR1VVZmdnaKiv5xx9ZNboNDY0UlZWjjX0+5TXleN26TSsKmfbnMXBtjUEynxYmSSqmcPrcqIr6kKETBHCbnQgVCRKnuGdf86Y6IpFTchLjb8GZ86JkZrDIXKomHx5VZy/3uNCSIVgegNp5WZKXH5GR8dobGzE77cVdnlZOel0mmw2SzKZJJ1OUVoewrAkyXQG05IYhpmHHUAIlVQqA0Kgag7Mp86Q/eH3Sfe9TPpbzxOPx7Asi+PHj2NaJv7IAZordhAM+NCEhlNz0Vhdz9YtG3Hqar4Oi4Wab9ZgWQJFdSIUNd9kwkJSqP9jLUCIi82VBcUlc1ca40vIAssMsOXnSCmxsF+LGPwVpxLwFtvkTSMtW278dx1frGiLsW0h7BKbctkxwNIkl7zF63jqe8iqBnJb9qCffdVOkylyAd9Y1BWVeXEikVzWVV4IAaaJOjtN6uDd+F/6CfFrbsF79hBaag40m72CBMXK4VAU0rPTrK4pp7w0QC6dZOKBZ5mYGSM9PkEiMc+alkYcDp01a9pY/437cTm9zL3rQ1iWQsmq32Dq/Lc4dfIQu3fvpfPSz1EVN082J/jKaCneP3g/eyIR5qMRfB4v77r5Yxx2VXD3bB99/f00NTVR19BAIpHgBw88SG1tHRs3DVHfMEFNzSAlJTpl3bfyXy+46LlrIxdzk5w8dYzc7BzHTp9h91V72HnVDjrP2YWtUpcMTshhKgckDx2p4kPX7CPTlOSVM04cfTAxFabb8Vt406eIXLyf/5FN85fbq3nQW8UH3vNpSstKOPL4IwR8HhKZDJHubhKxGLfs3YXmK2U2niASmcUwsijCoq2tifKqel5+7hDdFSW4WqqpUAWjiQiay0PGAEU40DUHQnWiKWCZObKmnV6jSgOVNMJKUlvmoqI0QKJ/E88/FQRg99v9uKomsOKSq6ZOISc1zvobkPXN4DLxTXejqgEmJibxen0EgkGEUEmkkiRSSaqqqpDSYmp6ZmHMABiGRSaTRXc4OHrsOJs2bWZgaICKikqmJqdIXBqgumuMaGQOy8rg9bjZuHEj53vPMTISoyJUToQIyUSMHz7wHUKV1fzu73ySUy/NYTgUjPksmZzEX1bPTDiC7lRByddlkYXaO4XCWwWDyba67cVtaQCyOGOyYHUvWN9isdhb8XxZUNyyuBHG4r7Xk7cClm8SOXDvl9Ec7iXbigdDQRY6bCt2coSmqUuCI1JKcoZcOLb4vVgKHfsWFLvDSW7bPtTZKfTBXqRpLimVeeVxskgRXMRGrHxQx/5e01j8riW/RdPJtW9Den0Ezx0GJJbQFqaKlTPw6oJkdJaKoI94bI6g30skHCYWi5COxzj26otUVJSxurkBn8fJ1Vft4Jlnnmbv3r0Eg0Hm5iJMTExQXl6G3+9nz549XBy4QCqVpaykhng8Rjwew+12s33HVp5IKAyFqtBcKtlomtLv/hP9/f3cdtttBEtKOH36FOWhEFNTk5w8cZIbrp7mPTdL1DNfpPpvzjDaqPBt9Syv7lhNx/FryKV9vH/v40z0daHrKvF4HHHrvbzQ9XbevuHv8KdaCKgNdE3pMPAEFcoYPaNZ/Nv+nOTRj9O2aTfzM2dw3LseRQnzJ80f50L3RXp6upgZHeHSxYt4y8qQ6TTb21fjLQ1R1bSap55+gk3r16P5AsQsF7X1q/BqbmYnR1FMi3gyjan7OT84RjijkDYsnB4vIFAUW6FkLAflwQR/dH+Sz96eJRgsJehR8bl0mNvKY//mB2D7jZO4qw4Tio7gS1pEmqKUjwVJrGphPOrA6dQJ+P34fUFM0ySZTBGLxclksjYNU9ftvpWyAKHZcEY2myWbzTI+PkEwGGBoaIiWlhbi8Thd57pw6E5aW5ooKQly+vQxpqcmaUx8zh57wSFigUe4cf9BNtStY0v9Bp469jSvjZ5l4879pKWThx55GlQnmqscKTQM4QBF2MwcCSLPSFkIxAt7ZC5a34tzY3nAU1XtYleGYSxAIMWslmJP1TBt78JcZsmbSPof++23knTe7LJccRfLUsVZWOmXQhXLXa3iwVVcirIgyrL1UuSyOE8cInXwbsyKOhyvPnvFIM7S669ADRSsbI0v/B4LoWmkdx1EujwEXn4C1IX0hXy1OrvTysT4CPG5MLpVQWVViOGBQUwji6JIhocGqagM4XE5GBzo52Mf/TC9vd2UlpYSCpVTU1NDWVkJJSVBMpkM7e3tpFJpyoJVTGVnaWtrY3JynKNHh1AUQTQ6zw0OB0puhq+c7kF77SQDZ84QCoWQAjq7OonMzXH02DGcDo3SYJB33zjFxLRB1Z4Ml04H+eb0KcZ0i6OHbqEy80EaG9dz/9N/yqaGv8A/N8qdd97J6PwFAjum+dmpj7K70eDhS24cZpS1I0fJVFUighsxU9M0brmTyYuPsn7rXgZnddTsGGF9hrGREa7ZvZtznefIqSrSyFFXUYHD5SI8H6fcMrnQ282Gta2MjY5QVr8Gn9vF3OQUyWgUaZl09vQinV7mUwaVbRtIJ1NIYWEYkkw6C0LlusoI752e5cJeD39dFucBdym9M7NUr2mltHaCm+6ZY3REJZ6cJeAoo18R7E11EOwxONXcjivjQtfttnnl5eXEY0lSqRTJZAopJcFg0DZEVBXDyKEI2yAp1JBPJJJYlkVtbS0AkeYSVrkdaCmNyooKpGmjw2OjIyTiMRo8N2E5TjMaP0LN/K8hInfx3PMPs+/D15DKpCkrKScxnmL68HeZq78WzDRejwepWmRNw/b2CoVtF6zuonFriWLG5OuM76VKumAEFebTcsVfYGItbMNO0pNvwAd4y/J+k8hNH/nqkr+XR7ELVmshVXd5dLugoK08T/dKbBX7HAuktQR/K063B0hfbStWvfsEyuwkMk9HLMjisYX1vwDdWJDHEQu/oeAqKg4HZmUDZts2RHwOz2svFgUrzTwub3cmUSyDgM/N8Zd/zsb1a3CoCtH5KCWmxt7UfsayIUqVGA+e/yCKAlZVO6Hd1yOBdjOC3+vD6XRhWRapdBqP2834xASbNm2if2CI9rXrkdKivr6Ob3zjG7S2trBt+1aU//lzzpcrPC2GUVwONlatIpNM49A1xkZHmQ3PUFlZyUDfJbZs2cJg70+47bY7efyZHuqq1rJr469xYaqLH19KYcge0lN+otZV1NWe4UDVIO+8/Z10XTrLM7EHyOgJvMfW8Ref+QLnunv5zg/SuMoUDF+K6ZFhWkLQXWmRW/8I1pey7N+3j2g0ykw4zB9+5tNcuHiBhx96gNHhEQJuN6ZhcMvtd3L+wnnMTBxLmrzv3o9gKW6aS79Fz+gurODVzE/YnYRylmBkdJJTD70HLRij8nOfoFJuoTlyD+mswVwqSS6d4mN/Nc7DX2jA7/PidTlJxOMk4gliiQSxTAbTtIjHkmzYsIlEIsHU1BSBoJdsNkN1dQUBv59UKsXk1AyZTAaHw4WUEk3VsSzLHnuFUWRZGIaBaVpE5ubx+/0obidnr61iuEYno8COn44QODtGJp0mHpsjPDNFpWMX6b4d+HY+xnxfHUOJp6hOfwhP6Gfsnb6GV3dNwc7bqe/9e6qzKWYCFRw9HSZlSKoa1pMxJIbqxxI6yYyB1+vFzKVtRZqvw7MAmSjkPd+lkEnxPC0OVppL5ueiF2qaZr7Bth0sLbRfLfiwFpKBR69seb8VsPz/kCyyOWwpTgAoWN3WCsvgZYFNLk8QWB6wdJ74OY6u42Q37SZ71UGsYDlC168QsMzjgmKRRrUk8UFzIMuqyF5zC0b7TlznjuDueGHJtewelCLfXEGSSSdIJ2JUVpTj93lJJhOEZ2YIBsvJmk4cSGaycZKWThYNhxm3Q1CWSWlZBS2rVrFj507iyQS1dXUIVcXnfpWxsWNs3bKNs2fPEggEMAyDnp4erj9wPf1Pv0oommXzmEVTVR1VvnIqQ1V5t9YinUrR1NSE1+Nmenqa29/xDrwluwhHS9m3bx8tLavIGVkq3JWMTdTjGzzEprqXScUDNAYjbNqwnopQiAcOfYdYySQZmSK37wKHDh0mPDNDfauLxKgkFznGr9xUzc4tJeQ2PkD2QhzfQQ8Xzl/gzJkzpNJJznWeY3xsjMHBQfw+H+l0mkQiweBAP68mexgJJcmGHJSVhWguewiPeozV176Tlo2r2X7zTWzZvQfTMOnsOkfZrc8S+Nifcr330yTUQZSyMZrqymmuKWd1bRlnfrcaIznP1NgQHreTyckpfvKzp3n19AmSyRQg8Pl8VFVVEYnMUl5eimmaVNWsp6rqdsysgmlZJJPJhRGjaTb9M5vNYho2bc+0ZP4FOcMkEAiQy+VwBbx4I2kCUyl84TSZdJrx8XHGx8cYGxsjnc6QzMxhGiq557fhiF1FeDKCLkrZfH4LN0QOMtvwEbqMWrrkWubKKpHSz2eqrmGT5kNXDCwjhUIOIbOows4UtfKt2ArzA8QSo+mycc7lHmfxdCwo9eV1ifIf7PnwBvTAJXP2Lcv7f7+4/eVce88XlmxbvpILwQKOVthvXs7qx5JvnCGJNC9T1oUBtTAQxVLLwiqtxKqoxaxrASFQYrOITBp1dgppZO1MSKcbKRSssiqk7kSWhEBaqCMX0Wcn0ONzK0bgpZQL9DQNC6FYmKl54rEImjCoqqhkfi7C3Nwc87NhJsZHCHrdTE9PsL4+QCoa4ZN/+kWefPwJykIhxsbHWb9+PQ6nky1btqDpKmdO/IBk7AKKYuHx3sbA0AQ5I03b6tW8dvYsd911F5rDwdA/P4kMeRmocdLf308yHqWpqYlcNkNpSQmVFSE8bjf/9NV/ZHVrKy0tzYRC5UxNTREOT3PkyBHefusthOfneHb4Azj0FNUT/43GxkY7WBcIEAyU4q1yUd9Uj0jqRMIxdKebl16yF7RNmzbYnW+kyUuxw2SaUyT/JYnb4cQX8FNRVcFTu7agplL8xsw8na+dBdOktrqah3dOYE2lELU+nFmFD0ztxltSzo13NhOLNGNZKv7mehCCkXNdeBxOEA7ihPlR7NMoaLxX+VsMaSJUBU0VnDx+nMbGFrq6OvF6g5zs6iKdTiNUhZqaOvyeAG2r1xCN2vXWe7q72X/VTZSEtqJYKmlN5dxr3ySTy6A7HGiag1QqjdfnwzRNhGXDBpZlYpmm3YRatZNfsqZBJpO1lX/OIDY3SzoaJ+jzUhL0MzM1QSaTRlyqpXHydiY9PkzFwtDiuDd9m6agxttevYv/3vgAFfvuoP+x/45bxtgQWMWnW+7grDXDD8whJmejBMobmY+l0N1eMpZCTub51lLHhvO0fOKZ3Xh5JbJAgUaoqCqgYFqLCXTL3w3DyAcrVaRUFpgmZr61miklA29h3m9uCVY2v+Exiyv+SsHDYs7p6+PNxde6/NpLsbpiUeamUOamUMcugieAWdOE5fZjNZUiHS5ENm2/Z1JgmohUHO21lxDxedRcxh7UeW56sdiYn+0vKkhMI4vLoTAxPkYg6KWirALTNOnr66OiIkQiEScYDDIycJFAwENCOhmN5ujs7GRoZJjZaJS2tjY6u7q54847MSVMjU8xl6jGwVkMbQOhyhoaGpvo6OjA7XZx113vpq2tjYd+9CNSG4MES0q4ePI0k5OTmLkMVVVVNNbXcfPNN/O973yb+fl57rrrLgzDoLQkgMvl4pFHHsbtdrF//36uuWYXx48f59qKb1J/SxP9X6ll3bp1JJN2U4W7776bT//hZ9i5cydnznRQHqqksqaW1atX09LSwgMPfB+Xy8X7f/Uezj/aiyvi5Ix1gkAwSNNt+4jPzqOk0kjTZGwmTCoZp7mhiXOd53A+foncRzdRNmQRejHBKf8pSipr2XD9DRjTYcpra0iGZ3A4XVRWVpJLpbFMKKUCp+Jln/JhdCwcukoqnULVnEQiEYRQqK9rACF4+4EbuO+730bTNHbtuIZgoISZ6RmCwSAXL15AFRYpa5zY2CBVDe8lMH6OjJlB0TW8fj/xWBKH00k6nUYRCgqgKnaneE3TcDgcIASZnIFhmOQMEynBKRVMzUksFyEcmcXn96KqGmVl5QQaNS52fY3yvk8Sc5n4bn0W/8ejfDQ3zdfuf57Yz7oJnU5hZpP4Q0Hq9qzjWG8JYng9/vYfEdWjmOko2WQMn89FTqioBaVq2li8ooh8sGlx1on8GBb5yZm3e/LMkStTbovnmCgk5BSMGglSvDEs8pbl/SaQvXd/Fm/J0kYJV8TQrML+y5W4FCtj3ctFEcut+sXjFzA59Y3dN1VdZLqs9H3F1kjxArGcA6spGiomlpFFFzmikRmqyoM4nRoej5f+gX4a6mtx6Bq93Z1YVo6zp4/j1FU+dO/7OXH8KOd7Olm3YTM1dXXU1dYSqggRVbfQPRbgvddMIJF09B3imaP34dK8aKqDUGI7ff0D3HXX3XSac7wSH0f98Uk8Hi+Nzc20ta7iu9/5Dlft3Mnw0ABGLkdjQz0ej5toNMqGdRs5fPh5mpubCQb9BAIBRsdGmZubJZlO47s9ROvb1pL66Qy7yjbz0gsvc/rUKbZu3sLWrVs5faqDtrY22tZtorOnm+7uLs6fP8/GjevRNI14IkosGqWmuppzp09z9YfuYqrZiwoc/5+PI00T2fEaFRUVuFwuRkeGKS3xU1oW4vylASypcfW+t1HftIqcYXHnx38TNZ0ho6moLhfRvgE8LjeWaXfWyaWzpJJJpDCYnJogECzBTFsMT0wwMDLCpk1bCFVV4XI5ieYyTOaSzI7NoMxlyGYMxsfHaWyoJxQqY2ioH6fTRVr8P+y9d5SkZ3Xn/3neUK+gQTUAACAASURBVDl1ha7O3dPTYXp6pidoZqSJSqCEwEZgCyGMsTFeh12zNj78FrNrWK9tbEy0wWBjWC0ZCQmhAMpZk2PPTM9M55y7cn7T/lHVPT1J4ufjc/DvZ91z6lTVm6q663nue597v/f7lSiWNBwON8VCEUVRcdodYIGmaQipzAxpWRayomB32Mnk85RKJYqaXk6lSRJgIgyT2ZkpZqanqa+tZmpqirffcjMBVeZXv/xpnvvIn/DK6B56z3u4/sG/oWYpwB+uOcxnXt9E4mEXs7OzqIrF6MgAzTUt/Fb2HzG9OQpKlgNrvsMNu28mnkjz1Ou9ZIUXJBdCyBiaBCgIWcayDCSpgCrAMpUySZdlleXfxHKTj3yRGbDCWng5IuUi34nAspSVQq1pXcR6m1gMv0Hk/VbO+9+BXe64V9uKc7Ukliktr3W/fbOI+1q2urB4+SC7/P3lDv+N9l3+fvV3vHQgGwhhIkkm6UQMYel4PW4UWUGWZIaHRlEVlbHRURwOO4VCjlKpiJDg9OlekukkkiTQSgX6Tp0g++X9OMcs+qb9vPuGPI8cjlI0PUgC7KqbdCGBP+Si7VfTxHOzTCzMcdqehbVRIg111NXXsWfXLvr7+6mJVtPe3kYuazAw6iefz7Fh23Y279mDw+dhx44d9PT0EFuMoZ0qYptUMXWThro6pKEio4+cZeDJk8xPz3Hy2DHaWtfS0tJCOBwmmUzi9/v57t8t8fx3TCKRCN3dXQgBdpuKz+3hWDjHM+oUa1tbGXviFdxFkI+O0hBLEZqZxzDKohJTU1NIkqC6OsrU1BR2u4PWtS1UV4fx+7wUBwW5iRKa24Vss5EaHUeVFQrZDKauYegaigQOh4pNUakNRNhc3cXW2i5+ZcvN/M7tv05XdTN+jwcJE7ds5wctS7hUGw67HV0rUhOtxum0I0kCh8MNQqGkmeTyJQzDxOFwYrPZy2NYUFHbAcM00XUDw4RiSSOTzVMoapiiLLpR6VpgcHCQQFUVLWtaUBWVLZu3EFYk3vu5P2Pg3ffzjr//X9TUzVHXdpC8zaLYtcD3+qMc+fYYhmHgcDiIxxIEw9UUrCLpwAz24Toec/4lp08d4/SJI4wP92NYFrqWQ7EKZYy7pCKEDdMsO2UhWViWjMUy58uy7JuozM/KatK6Ot3spcHOcsPPsqj2pfPkjeyttMkv2Rq69lyxbXV0etF5X3muWGZ+WlnHXY5QWV6JLTfMWBXip2uzo5XxrFdG9VdDrlzrmKs5/0ui+iv+tlIZqhdfwudW8Xur8Lnd5HI5hofH2b79Bvr7L2BXZQQ6kmXgU/I8+rtrufNHJ5j+T1vAiFLznRGaT1nclK1D/cYF9D+4iYVkCZeiM9B3gLOnximN1bPz+jtY0E+TTha495M9vPiVA0zNzbD5XbcTS6TY2r2Rf/zqP7Bu3Toi4TA/+N73iaVbcNhzHGq4gZe6qpEVCdmAjx8x+ceFB7g5dwPvO3sPAD9e8yj7hw/w6oWbcdky5IodnB4d4IPvvJnp6Wlqmhs43XcWf7iKXLFEerQDObMNj3mI1s0ZnnnmGTKZDGmriPGuNeiyTN/4OLelE7z9b/+CZofC/ZkQuq7jDwQ5fPgwpuTC3vFp+iw/mvm33H/PTsbGJxjsv0B+yaLe3c2Zn76CHtS47m3bySSTBP0BisUi6XQam81GjTtIg6eFtJ5l0Z7ixMwFFLsdh8PJkYcfR33wJXZ88dPU93TwZ9Zh7p70sLBR5XuucT65v4bZmTlKpRKzMwvIkoNULotQBKFgEAwTm03BNC0M08Q0y+K/pmFCRUBa13TMkgmSUlZpq4xD0yyPn2htLYFAFZFQiGCVH5/Xg2tsCMk0qH/+5yAELvMMrTUmDU/cRU4rIvlltI/+HYWvtNC1oZveXpifmyYYcPEz92e4/+4GvqzXMhmJ8NHXXsS0wBOOUBMIEU+nsLmiGLhAMsu89ggsQ0ZHwbLK2HRTlAWcJQSWaVWOqzBuikuFHFY7bkkqB2S6Xp6ssiRVEIomJhayeOPY+q3I+5dswTcRG77SwS7frStkOUK6qiNedtwCcwUFUkaZvPFnLTvvq21/o2jgzSKFywfvxeta5eaVVBxJAp/Hjd9Tbv7QdJ1AlR+Xy8HkxATNzWkKhYNks0n2//kW+mfTfLDLReDzr+EdS7GUSdDbEOd49QKT90W4fe0Cr/b5SZz/Kodef4XHoy0s9OzgzPHzvP7gGKqqcP5nUFUVYtu6DcgXponH4zz985/h9XhwOhycPXuGSCRETXCOXN7JLbvW4hQSJcOgmErxfxIP0//2Ob71gcf5841/x6GbjvFC/iWyWojOSC9h80e0R04xl20hnkgwMjqKEgnw/Cd2sW37DtZvXI+r9RiNO89iuYd44oknKBQKxONxgjYP1nQSoUisd0c5qVTRaJf4i6QXw7RIJJKUNA0hq0gdX8IspTDiB7G1/yUnT/UyOTlJPp9ndOYCL5x+jPp11diCMi8+/wLTU9PY7TY8Hg82ux3FZqPFVUdCyzBWXEK3C7yBIMFQGEmWUH/8Mvmgh2Mf/yv29x3hFU+Mv2+e4VvuUW7PV1PUS7S3t+FwOIjWRPF4PSiKBArE9DTxUhosC8mqpAwqEDrDWu4uBKPSrIJ0MU1oWhZyRQ8yFAohJBnTsojH40xOTjHu9PDoR/8n87kuvrL1dVKSyujoGCHFTRgH3275a0q2Asm7RmlpWcOmzVtIJJIsLS3xW74qbkLiec2kSlao8bgRwiLos9PR2kwoGCSfzyFJBlhaRbjBxDAkykS4FRdtWViICliAlSh6dWhzOb3F5avRa61a38jeirx/yVbbdmk6azlCvbIrcvkOXs6TXQ2uJ61QspYj3DK0cFU0LLjGuRc/u/yCKwbX5a9XR9FXu87y33F5MXT1oFymFo3FZ7lpPM6GgRkkwyBZ7efwnZsxLRNVEQwNnGP3Th2f53ts7REcftUC63Zshk6DbLDRV83b2MCPM72Eq6sx37UB3dOEfW6GveYYX0rmmOzYxLr+EzhCEV4N1bMmk+Pw/ynR0BBlNjkBQlAwMzSsjXDyQC9erx+Bxe5du5ienmJ+doptG/y4n3uV36mPkslpeJ0u9u93s3muEbvdgSJZfOnA31NfX8/IrBMpd5yi4WFN1MtscoRcwWDz9us4rqSQ9BDPLw7g6j/NOz7Uw7FjL/DMM8fI5/OoqkqpVGJ8fJzmuId9Vjsxu8no1BSfWHc90+kp5ubHaWxooCZaw9jYBGl9Bnfy27hdnWQTP2fJMrnh+u1s3LiZhx77Jje9u5bHDzxITV0bO2/YydGjRyl0a9gdTrqUCF7VybHsSJmSAJl80cDudKAbBrIkE/mDe0nsP0Hh5k34HG7+YsrJcXeW36WHsdkRHjv9E4panlt3fBBMjWyPE8XXwqMHDxFzgc2S+OCMF9OAkmEiyQqWCVqxhGVaqKqKpmnIajk6Xx6/NkXBptqQhISua+XxX+GqUVUFSVEY101G338rxgkbS/NZvM4gJ3pPMTM1Rdfpt1PMlljz4Y0c9Awy8p0juBSVqKcK2eXjvr5h4gvzfMPn5smtPXxpfoGfXLjAu+6+l97+V/B43GTNBJKwYZpOhCUjY6Mkyo68LJItVmglDEMDARJmBXFyaS3pkjljlYMwiTKypDL1yuLFqwqj17K3Iu9fsl3rrrv6+RIHfIldhPOXUSbL266C7f4FIuerPa5GiHWt83+Ra156U7KwqxKOpQQbz04wtTbK+Z2dyAWNgM1OsVjkQv+5cm77jIf+gVtIPuViw4Kdv/vWETasqWL46CAblCSvvfoKmlYknUoiqRruaihldUL1btL5PLphcL55HclcHlNSaGltpaqqisXFRTRN4+jRo3Rv7cSon2LTpi1URyLU1tTwwvPPcvzYUaLRKLW1tciyxNjQKC888xx9feeoqanhNzvvpXYsQC6XRVVV8vk8jZEc9tAN1ITtjA4PkirWUFsXYWlhif5HX0L90WEW959GSeY5ePAgCwsL2Gw2hBAkkwkCgQBCWIRCQUqlEktLSwSrqhgbnaeYjeJ0hvH5/TgcDnK5NIpvA5a9lrT7vaihm2loqELTTZ569mk8tUWa9o7RuameDZvaOHjwIOPj40xPzZBOZ/AqTs7kp5BkGUmRsTCRZanc5Vr5HTf8ym2s+aMPEKmtxePxUJtXecdiFe1SmMTkKG5XgLamTUxPjVIs5hjqtBhqM/jVZBW1SwZ3nhOYhoFhljHduqahaxqqqgLlYp3L5UKRZQxNQ2Bhs6nYbTZsqq08WkwTZblIDjgcTs6eOUtv72mGRobQ1/+cfC4Dis6aYh93eKfJx3Q89gDnts0zuyHLtuu2smXbNmrCYRZNE5vLxeM37mRX61pylkVTKMSe3XspFAps3bqBcLUfRdKRZQMZE8kqI2MQOpZloMgSNqWsKrSMHan0R64StLi46rxinqwADy7Di19jTq22tyhhf8nWvv3uazrOZRMsO9DVDtqqRMhWhWf4Skd75bWudXO4uKyzxKUIkf83Dv/ya11+DUWWVtI4pqEhjCKxuXE+cmIaR0HDmc7Td8dWRjtquPFfnmNC6IyVMmQySQqRs+zsO8NDS3WczdsJ9ezloWMptr3nw8wZdlomjuBp28SmzT08/sRjtK5rYN/d2/FVOwnZBT0RDy/GS4R8fr5+t5ebbn2EuYnrOHz4BD2bN7N79x4G5k5hDxrMn81RKhQ5c/o0kiRoaWpEliTGx8eQZYnJmSnq6uqZn58hX8jg8brZvn0bhqFj/+w7sN7RSedQlsmhY0zEm/j1997Kjs4FHnvscex2B83BKJ5TC4T7DE7P9uOp8pDJpAGLhYV5fD4fpmWQzWa4Yef1DPQP0NLSQiabxZH8PYRwEHXdy+9/NoykeWhd00HKeoDajztwBWU22VS2bWpk/fpuioUSRlGlaUeK0nwHHlsTkgQNDQ0U8yVuXrOVs9ocJiaSKmPoOpZuljHXlW5HVVVX8uIOhwOHy4mumeSzRZ48+AI71l6HoUq43T7qqprJHdUYe7cbJW3i2T9DQ1zHLhTC4Qix2BKSkDBNHZusUCppCMrOW9dLFApZqkNBPG4XslSOLvOFYlmvSUAxn0fXNBKxGJZlUlNbQ2NjE7X1IXQjQ0tLlLbSGebVEAEzw5aqIYbu7yTRbLDxhVqG35/B9nSevGXxpwEX7mKeR2wu7lYsZl1ezgbC2A0Vb+YkatFFtHMNM7OzmLqGMBQswwRJR1FNbHJZ0EHXNCRLwrLMSmPPylS7ah1oxSqNaUYljbRqgpfPtWDx/JP/ekpYIcS3hBDzQogzq7Z9WggxJYQ4WXnctWrfJ4QQg0KIC0KI29/s+v/R7VoOEFGGSEmyXJE0W95RoUqVKnls6Y2Lj1dz1KvfX97x9a/9/pdft/y6/B0lYaJI5XSOZZmoqgzCRCvmiIaDSJbFI3dtZMIusBJpJCGYkwwiqTwlexLX21PcMTvH3DvbkSSLQj6Hz+ulUCgwNT1Nb+9p1u56GZdHwe1yE4vHiFRXI8sKdrsDtbWFKbfEx1oD/O6aGnzRb2MUtrHvzsfo6WklHA7T29tLZ8Nm5o9YGJbBwvw8Xo8XWZZZWFwinogjqzI2R9mBaXqRYqlAKBTitddeI5VKIRr85GUTKeBiYGkKn0fCLw7zkd+8i66uLu655x42b9lC8twsDUcsbDnBvoVWhoaGmJycJJvN4HDYQVgUCnkKxQKne0+TzxeYnJomkUhwIf4XuKQO3v+ZU4RaE2y/v0TaHCczqbP4qM65I+08vmCnJrQTp9uDppVYXFjiG79vsbZ5B+FGLy0tjZw718empk4kBMVicUXsolQsrUSAy12blmXhdDoRoqzNaBomqmrH7fbhcno4PTXEnvbddLT0kDuSh+kSbQ/niBoq3lMufC43NpvKKX2RqQ9sQdeKWEbZUS9L6rmcDjxuJ5FQCJvdVuaXN8tSe5Iso8gyyUS8/L1yOerq66mta8Dr86PabKSTSbKZDC6bQtbtZ602xkLEwYLaztbDQUzZ5Pz1s7zjiR7sdjumafKxWI4tfi//RTLosakcSWfJZrJsbTmGx2XSVv8y4sJh6q00ocIC4SofHoeCLJWQ0VAwUSQLp02lHEJXZqi4NOq+xHFbqygtLC5hAIVrOPlr2C+S834A+Arw7cu2f9GyrM+t3iCEWA+8D+gG6oDnhBAdlnUNzMx/cIuu2bTyWqzguFchMir8ekJahh5dHCCro2ghrnSiy/tWM5hdXgy5PI1hWdYV0fKbE1NdfC9Eub29nMsr57PLywMAszzYbQpTE6MYhk53+xocNpm024EtWsXI+2/GZlNJzS9QZUkcrPOjv/sAWdOJUe+ieIeDDdd14H9E5cSxowgheOKJJ2lpaMIEihde5ZULp7jnvb9OMFTNUjxFMBSixRdkNJdmY5WDkN+PmfkUiPM8+1iUhYURGpstampqefHJ17nlxpvJ5/Ls/aM9vP76ayzFFhkcHCCRWCKbyxIMhsjlcsRiMYLBILlcjqKh8Y2GGop3/gYbLzyCPDOPtpDGsizcHg8HDhzgtddeo629g6eefY7dS1GmWicZm8hhyVAte8lXe9A0DUmWWL9+fVnZ5/hxMpksyWSaRDJFNpvF41cYzP4ZY0c+gJlTmJl8gR17Btmzby2ff/j38IRieHSZLz45iYrgHT1hdL0DvzdBbXsUvWCAbLG97QbabGs4809xHB9SKRkWWqHcTCWJi2yUiqKgV9RuDMOoZAUUioUskpBQFZlsLkejM0Q+lSF4i5elfh3/N5doOJqn6Q82Iisq50ZGmbguinA7EB0h/HNZSkUZwxSVZhsZIQl0XQfLKOfaZYGQJdwuN4am4amvxe/zkctlsdvtCCyy2TySJKitiqCNSSxkF5hV/MzUGziEQk5qpyXQyK2fdyGZFk+dfQ47Bu+8z6Kl6xR9iwF+8PVmqqsjTM1M0mLzs7B0PY2dxzl+8g/oqHuA7lKIohu+MXqS+XQJV6QKl+rHEiaWqVDSdCTZvgIXtCQLYZa5SYRVhvkuk10JLCQsTAG6ZbKaE3z1nFues29kbxp5W5b1ChB7s+Mq9ivADy3LKlqWNQIMAjt+wXP/w5m/ek2FjGlVyzjWxcdlkfO1qtHXirwvd9hXO2/182p7s5QJVJqCKiQ9VxwrqAxTUcHGgKrI2FQFp10hXOVDkSws0+TE2zay98mTBIan0S6M0vx6Hyf3tDMpCuhaCV/OzqTDR2qimmRygOHhfhqjIexalp07thEMBfjZyd+mu0nij26fwzAtCoUSsqyi6QZ1Dg/3Na+nNhLB6/VSKtRg5G8hmzbo6uoiWh2ltWUNddEaFFlmbm6e2dkZ5ufnqeqbgckY0WgttbX1nDzZW27XNgyCwSCxWAyfy0Npz07ME70kj+rkvvwCe/bsplQqsWvXbl566SWSySSHDh1CrhI4sjaqJqqYvW2SBkKMzE2QzWYpFovk83lSqRRLS4s0NtaTz5e7MiVJQtO0MmGSYXBw/2G++flnsRMml5FRhIyJycfWBNh6fgPCZEWCa2FhnqmpKQZPDqI4FcbPTKLldPScQUEtUswXyeVy5YYS4+KYUVUVh6NM7qVpGpIkYbfZEULgcbjx2hzc2LGV9++8E5fdQchZzs9H10dw3+nA3eaipJWbd8JuP3WxEuGJFHWxIophkErEkaXyuJAkgdMh6NpQg82mIkkyklyGTMnCwumw4bTbME0dYZkYWlm+zedx43O7sJ6fw5aFqlGJbqmR1tBNFJJ1eNwe+s6cZWZ6homJcXI7P4WiCISSrwgwyDicThTVRmfnOgJVXurrX0IRSyzu13C5k8ScVSzgwO730twQwm0X5DNJitkMqqLgcbsrq0yzkvZQMACjwjVkWmXunuVOyvJaw1iV7766vdn8+4U6LIUQLcATlmVtqLz/NPAhIAUcBT5mWVZcCPEV4KBlWd+tHPdN4OeWZf34Ta7/H7LD8u4//KeV19fCQAtxEWVyxRKMVXjRy2wZsbL6Dr586urjV7OflTdc6rgNw6gUT8oKK+XmChOzEvmX2R/KEYdguWhjYVRy5wKzrJcoIJeMkYwv0dHahNftYnpmkmQqRXNTEy5FwRHPkukfZDHqZXJpgfb2dk4cfJWkd4it12Xou14l8pUOOtrXcmrGwUzj/dxy6sMUiym21OZQVIOE282ethSR3X+Lre5mLATjp4bQRrOoCQnDYWLf7kd2OTh8+Ajnz5+nuamFnp5NPPTQQ+SySaqrq7EwscWzrJ3XGdfTPLUwTL5UoquzE9UmUSzmV4iVisUiqqoSjUS4LxDkVCzGjY1NPKMYhKtrCIVCdN7l45D7K6w78qd8fv/f4DAtNj3VzXnfHBPxabzeMrGTy1XuBHS5XJimycJimlAwyNTkOGCRzWZwu90EgyFqa2qIxWKk0mk+8YlPsHnzZnb/5UFUXWH77DDCdxQAPabR6KzjULyPvfv2sfuOHNNDjawL7mHWShCtqyGXy5Z/XwNKJW2FR0eSJDAhaPcQUN2EbT4AYnqWRCnLYimFbuo0qkEkzeLRY8+j2mwMjgzR2tpKKBwhlUoTkdxMfOFJFLed7J01VP/OYbBpmKOdFE/dyK6bWjl+dJpcVuO2u9pRVMGPfnAcLCjkCuiGTrQ6giQEhqGTTsfJZ3O4nA58sgdbViC5VIqqjvn6EtwcYnZmhpHhIXxeL6U1ERKRD6Eog+hGG5QeZ09JRiDjdDoZHR1FlWVSqQRd69opTczhqW3GG6zlnRu7sUky/+mLn0YTBnfXhxguOjmxUGRqah6324szECWnQV5yYwoZQ88jkJAtuYzgWZ7HQgfKufFlzpTleXw1/pO+R37/37zD8mvAWmAzMAN8vrL9areKqzpmIcTvCiGOCiGO/iu/w/+nzeUNXTV6Xo6WZElCllYXKS/a6uOudXe+Vhrlajn2K19T7sO3zErsfLHz62IdnRUkwspjhchyeW8F+iQEiiyhFXO4nTaqAl5y2TQIgcvlwul0kC0WGDWynHVZ4LSzdu0aFEUqS5iNeqg9pOD6fC2KIhONRplpuh9d8bD/d77Ggf/1FX7ScS/dGzU6a3RGnB/C1XgLqk0ll81h219CyQisjXYsCcSzWZKnyw0lLpcLj6cszXX48AGqqyO43A7e8573YEb87M/PkfG7QFLoaO+gWCpSKpWddigUYmlpCZvNRjAY5IPtnTwwMcFZTH6+MEOXP8gLL7xAd3c3B31fwFJLnL/hb7hZeReh0XX0hqdZLMQQgnI7fCZDOBxmaGiI/v5+8vkCDXU1bOzqIpNO4nDY0XQNn9/H2NgYQ4MDFObTbGjsxLIsUqkUf9iYYVcxTZoXsNvtnDt3jmZXPUOZcaosJ7Pzp5GFm9o1kzgLtTjP7CiPI4kKf0cZ3iZVsNWWZdHhraXNXYtPcTGUneVkcoTzqQlm83FMS8c0DPKlAnZZZWFhgYmJSXpPn2FuYYlIpJqqqiqSz52m8f17CN26gcBIjuTBRvTJeoyBTWzYXIeqysQWMyBpnDwxxZnT8/h9DiQhcDvsRMJBxkaGGBseZGZqnP5zZ5k+8WXGx4bL7fSDKXJPTmAUNKyCgTANbIpMY0MDgUAAaXiO2pn/jV5qI+/6Gi2jU6jCwpc7h91IUVNTT0nXOXLsKCVTkHS7SFlFcrkFfDYHkoBtm3twOew0HXmCG3sfosebI5+cQLYyyEJHUQBLQ0JfARksNxmVI3Cz8nhzmTMhymRxb2T/qsj7WvuEEJ8AsCzrM5V9TwOftizrwJtc/z9c5N1z0wdo3rCPZXXAMr7zSseqGVfCjKxlgpNlNyldvXSxOqq2KiXwNyowLsMOr2Yrny2V2Rqklch72XGz4ui1MqYEmXLEbZcs8qk4VV4HLqedqbFRzl3o4/qdewhWVZHP5Th6+CCLiwtUR8LU1ESRBYSCVfzwgX9i9+5d9MT241u7kccHE3i8LgYyBazvfQv3e+7HYxa5vkHipb/+F97xgwfZt+9G1nd3M/aZs+Rukol0NyJblJEUlkWppJHLZEkfnOP1VC+JeIqJiQl8X/wIejxN7NP/TD6ZQ9cNsMpiudFoLZlMhs2b1jE3P0OhUGBhYYGGhgampqaoDgR5bzTKAxNjtAcC7AwGsWx2jpkam/9blkT0POLEdqwtR4j97y3ET8vMTk9gWRZDQ8MIIfD7AjidDnbu3EV1JMJzzz1HXbSaoaEhFLudXC7P9PQ0W7ZsYbT3AvscPSQcWTbmmxncVqKhswVd1zl27NhK5Bx2BUnMJRidn2Rf206crT6k3QPcVPPHVC92M3pOQWw7R8nI4Hb5MHRzJTjQNO2K2oeFVYHKXUQVyZJCFC9u2cZrE6cxsajedR7ZXiJ+fD35hESV18OpL/4URVG46X/+BmMTk5w4dRrDhLe/axcuu5dDrw0SrffSe3IEh1PBokg+Z5E+O0NgzMIuFEbWF8iVCsRmTxC2jxFqvomFmMnOTXdgnEphBiWyDRap2Vm6czot58YYW1PL2Ia1+Pw+jh49xq5de8gnF/itpsP4xBIPXOjk3jUX+NzYOzAMg2wqjWEY1NbWYlo6HrebTDpLy5o15AtZVNlERgZNYmJsgb6xMczUPMIdYMoIktcshOKv0ByXSapMIUCYgA4V5y5Z6jVTlsvPvQ9+5N+WVVAIUWtZ1kzl7buBZSTKY8D3hRBfoFywbAcO/2s+4//v1rx+F6JCzbqsBA9ckupYxn8uI0wuYriXr3LtnPXy9os35yuLkGXnvvq+aV5xrcsbayxRztxJ1sVzyktCC1mAoRvlfCXgUGXymRQaZWEFVSlrZ46MjLC+ewOFXI6nDx3C5XaQSiaZmZrE73NjRFxEdnVRUgXqd2UmJ0dZcrWQOz7BbYEU00sWo5/5R8Rrr3AD0xRvvZmnunYTqAqy8L5fw76UZOTUp0jfcQAAIABJREFUCPL7qmioCWEaBmbFKZX/3zJ2p4tMSXC9bT3H6kZRb95I6ugAZm2A8H/7EHuPHmRq9hi7d3wMU7HRPziELKs88vD3sTApFMpIE4/Hw5133snMzAyFrVv58z4/BQcY8SKfPvAqD3xqN4GhOmaHInzLOEbyb+oo9C4Riy2ilco45w9+4DeJx+M8//zz2FQb973vPj75yU+ysLDIlq1bsTndHDhwgGQyQXWoionRYRLFGH0MsEFqw8TizMh5Ord2MzAwUFZib2pibm4OXBKLqSU21q3juHSAup5xQrl2vn7hTv5h6wiltTF+8tjLZLM59uy+kVAoXGb7W4VCuhQ1YVAsFUkkEjgcDjweL5KkEQrUs6SlyGSTaLpB8YSKTomzLx1jaWkRDB13qwtFMfnUpz7Ftu3Xsa69g4OHDnPwxVPc9d69VFU5cUhutm5tp219NU8/cgxPlUKpNUM+UGRqcB5vVQ1aXOc/v/PjyHmdh4b2I2xFlvQ4xbYiM9MzaOdKmKaFvaYGEa1ioauV2rpaTp48RTgcZnR0lK2ufj51spWlve9j7tYqhpYuIGdHePnACW677Xbcbhd9fecJBAJUV1dTLOpMTU9RKORoqKsjnPJgPJ6gyxGgwZZnMjKHU0kyO2tgl6soGSXK4YzKCsGgKAMShABZyCvz93JbmXPXch4V+0Wggj8ADgCdQohJIcSHgc8KIU4LIXqBm4E/rnzoWeBBoA94CvjDt5AmV7fVUL0Vp1L5wYRlgWmU82JcXZH98pz41faXI3TzEud7cT+wqigqxLULl5e/Xn2ULElYRpnUSNdKSBKosoQqw/jwIMnYAhIWNkVCiHJzxuYtW3C7PPT29hKPx6mvqyefz1FbV8fc3Byl+QSGQ2bs56/jC/oJVYf57VIr4ZCHuSK0ugXVZo5w2EtQMZgfmETfuoUlt4uz45MIIcgOJnEFHOW/6xJkjri4JK1JY/P+C5vWeGkYS6NtbkWu8pL47HeZnj6GvSBz4NXPceDVl3E6neTzWWKxJQC8Xi/RaJRMJkMikWB4eJihoQFmN9ixhR0c9Zu4nRKnZsKYKBw9MMuFwSQzwXHmZqcJ+APU1tYCZXa9oaEhstks8Xicr371q3i9Xurq6pidnefM2bMUigVsqg3LNCgV8rzn3b+Cp9NP0PJzrGGWe+65h+npaVKpFNu3b2fnzp1UV1eTSCSYy84zpk/ynrd9mJu8n2Re7yeqbkS2BHLRpLmlCcsyyOcLK7UXWZYvRR5VitPLwyEej6NpGqZpIEkCyRIkCmlcLhdLizH6D+fofT5LLpslFotht9vxej04nU5UVWF6ehLL0Ghuqkc2TV792Qk272yipsVB15Y6Rs4vUUwXMSvNO56mEPl6iWw2S5XTy2YzzBa1jgZfhPXr13P+3HnSyRSmYdC2to1ioUD/5CTPugW6qtDf308kHCYRT5BOJTk5nGRttUBIDgqyBHaDkqlgt9uIx2OMj49TKBRIp9MosoLH40Eg8PoDzM0tsFBIoNVJyJYE26J47AqzppNCLrWyCpUrlBRlbU5xyXy7muO+FlfQtewtSthfkt3zR/8MWKhKWcB3uZV8OcLRDQMhpDLt+2XR72oTQqrsvzaWe1mV+lrpkvLrK9MlV6N6FbKycqzAAkvHJssIYaHpRSzDRJgWWimPXZFJJZM0N9ahSBIzM5N4vWWoVzwWwzA1zp87R3fXOpoaapEsi7nxczhkg+rGZn748KN43TY6Gmu4f2YNY740h8N5xsfGyZWK6N/4Ov6//wfM0VG09V3I+27kw/Eke3ftZfaxSVre304xViL7YgwzoTO1I0V/9USZ9AeZ2qXPUnQXcCypXDi8j723f4jXD5yhra2FKjXH5OgAo7MJ/JE6vv/972GaOuFQkL179/Laa6+hKArZbJZt27Zz/PgxNm/eTM8WL6ahM3C2wOjoKEIIJiYmCNYEKNy2gGWB/ekQ3e099PX1YVkWd955JxcuXOD48eOoqordbmffvn0YQuLMWZn2jg9z9thfUcieRC9muXHfXnpPn2TMt4Zuh059XQNCCKanpxkYGKh0Xaro2sdob/8uhVKKfTfexOxsjPqGJuwON+u7N2DENbrr2zmnj+F0uNE1gaZpZRky08CmKphWuVFHLEfe0sVcbKlUQpIk9FKJkOzn+OhZOjrW4Z6dYjpX4Nz8In19Z9i9exdmqcT4+BiFQp7fumUTQgj+8bGXaDfD2Gw2imuD6KZMLl8gky0SiUQwC4KGtnrGx8eZnZ2lobGRUkkjk83ywdB2ak0XX0i+yqmTJ7nutltx7NqAmS9x4ps/wm1BOBxBKxVR7TaWlhZZt249DruDweEhqiNR3hk+Srt3gVPJGp6YaCFngNvtrhShSzgcDlTVRjKZorGxEUWxIykqS3MzpBMx7DaVzs4ObHY72Ru+gFQMMH1iDa89FqBo2kC2Y9o8mJaEbpbTnYpVaVKrMIRePtdWzzdVkjnx4O+8Jcbw783KxciLKtNXOF4ohzlvAiWyrCtTHVc65jeKqJdTM1e//jU+ubw6EMvt0yaSLLBKBqahY5MEql0lEVtCGAadTpmJTBpFseN0ukCAqiicPdtLdThMsMpPMZchm0mxb2OU+unv0ev4MEY+Q6R5HeMzMV7cWsPC4CKesXVUYVAwx+j8q8/T9/UvIibGMRsa2PbRP0W66SbsPheG2yL+0CxGUkOpdyB3umhfV0ttqZElLU7WyBHovZtc/bOMLv4mjevqOXxshMPHx8jlYUtPHXJVE+ZigVQqSTgcoq6uhkQ8zk9+8hNaW1vJZvPsvGE33d3r6TS30tbZyo9e+xcaamt59dVXaWpqwuVysWPHDs6fP49rMojb4WLvbW/n5MlTLC0tIYRgbm6uzDWtqliWhdfr5eGHH2bf22+nveNjlEpZ1m/5M3Lpwxx49k+w2+2Me1vQheCs4SWoaZRyOQYGBmhtbcXhcHH40PUIuhkb38QHfsOB3x/g9OnzTE5Ocedd72J0dJRotAbDNLHJNgqFIqYhgSQQikBBgUqhWpYldE3DtCyKuSIul6uM+UZQKum0uOsYSc3gdLqwz89SG1tA0Q3mSwX8fj8/O/oYAZeXjZF13LA+wqmz55Ew+b2O7Xgm3NR6wvw0O0K/lCSRTBKLZ5iYHKOzo5tsNoue1Yj6q3E4XQipiN3h4KAyz9zsLMOjQ6xbtw7VstDODlF7YIKPzkT4ePIV2tvWcv78OZYcILfVMjM1SVHT6OjsRDWL1CaOUIhrvC5uJVdKMzU3gyzJbNq0iVwuj6ZpeD0e5mfnGR8do3vDJgzLwmZ34HK5sEydbDbD+OQw0Q0uCq4xMrFWMpl5HO4aFLuTnK4jKQ4ks8L3XVldm2+gLiwqWC7LemP3/Fbk/UuwaOM63nbfJ1aWpYahY2ga5RRJGa9hmuUih3k1PgQupgAuj8qv5sgvRt7XTr9cbRxcEQ2IytoZEJaJhIGsCAr5NPHFBaqrw6iSQGgailwWS7apNtpdCqfHzlNUQ5imgd1mI5VMsGFDFzOTUyzMTWG3SUjC5PqtGwic+Tu+NdDO5NQ4na09rKndxvCj97I32EdrvIN4zyA/2P400dFZpscv4HQ6KGkG7Z0dpDMZPvWpTzE/NI9kl6hujpDJaRi6gdvtJh6Poyg2bDY7sw/3U/Qa5BolJAHfe+g1du1Yx/x8Cr9fZe/uHr70pc8xPzfL+9//PjweNxcuDLJ2bRujI+NIksLGjRtZXJxnU/FdkNUZT5/g6ekfsWXLFl5++WV0XefMmTN0dnbi9Ptx+fzECxpCEvh8AUZHhkjMzhBwe/h//vijfO1rXyOdTuPxeikiSCzMs2PHHzM99BOcaoZIdZix8THWrOtgZGSKzr0fx+a3k+h9mXxhAFVVcbvdvPTSMTB/QCD4KW69tYlDh45gWhJ19Y20tbUhKQqNLWvJdmzkV0SYC/kJSqaJtWoFJiqBgWGYWAIso9x16fV6KRaLyLLMdd5W4qUM59OT5Qg6vkTDwhyx6jp0X4DHTjzIj09/F7vlYGfpJgqFAp98/23kczm+/sR+9tVsIJ2XcbXVIlfDgw/+mE3Xe+jc3I9uSZwd2k4OG54ZD15bFaZDoVQqksvmsEyDxtooPp+P8fExVFXFNrjIPfNhju6r4kJ2niP9Z0i5VRrvu4PIS/3EJmcZGhkh6LH49u0LyKbBZxfvoDCtMfbfv4+WUbC7u/E9v52drq1opRIOuwND19FRyOTjPPDt/8p/+cjXKRWLFLV8BX/vQlFU+oeXmJmPMxsvYvcESesuFNWJJNmRBEiWDlgUrEo3h1VezRqmUYbUWiY2DBAyhmTn5IO//Vbk/e/Jok1dSAJkCajAhy5G0BIWZpkjmDdvoLkcnQJXi7zfKGd+aRHzaseterdMGV4hwyynTnK53IoCuDAMlhbmURSJ1jVrsLAY12EyYRIIaOTzORyhIGCRTqUoFQtEIiFSyRg/f+IJhgbOg9XM160m/rrNRVVdlKFndoFs8eJ8K8YNr/L9lnNsrPKwa18bL38jQSBQRV9fH5Isk06nkWWJaFs1s18fIfZeCY2L2p9OpwuQyrlMTULv9BBy2Aj4ffzJf67nK//0Y9LpHFu7fZzptfDYS8SsAodef550pojD7Wd+fp6mxlbS6QwAra2tLLxygVCgnUeHHiCVStHX18fCwgJNLa3Ubd+F1LyG4YKGJSQkj0JJKyFME61+LXJdKwlJ4q9++hRKVTWiqJWbYmwqjfV16LlncCpZMEwaK2LKY2PjrOvqAgOMksn83ALVNc6KEs8GAgE/btd/RRIGWrGGTDIJksTslMHc3BTmts34m2+mweal34R1zgZOZUdXNYuJSnNJGfqpyGX9RlVVkWW5/HsbgpSeZzA/i91uL/NxOz2c9JRIz87hzeTYULuFgdnzrHGvRY3Z6Orq4sfPH8Jpc3DDzj0MD85yS04lf36OZFMTrWvX0Lr+AIdeDtCxJY87Oo14pRuhCNSQk+HhYRRZplQqEQ6HsCyTEyeOrxSPC5Ein06cJDrXSCKVojlcgz0Y4CP/PMqxO9dxXrKDJOF1SSxs2IqQIfy0l4XxkwSGqsjub0bccQ+ldVtYPHcer5DAZhGLxShR4tHHP0PPxpt55qUHuOPW32ZmZArTgpKmEfBV0drSijeylqWDDyLJ4LG7KZYspJVVKugWSIpMoVSe+4pUTn+KZWUdScH8BVDcb0XevwS7/2PfQK10qpU0Hd2oNOAIsUKHaVwl37z6/eUO+lo58WsXOykXoSq5ctO4+nmXXnMZu20ioQMGll5EESArMnqxiDAKqF06sXv7qf3cdRiaQTweJ5fLkc/nsdkcbNr2QSyjyODZB4nH5licnybk96LIEnfddhP7n36WzxXX8uPtPr7+kwfp7OxEkhUUKUAwYsMbdrHr7gACgeqQ6NvfTCHvZ3rgEe6//360UpFTxgKD1c38+pyB9lqSfI1FYEOE5NAS7gGJosfghDyE1+cty45JEvl8jh/98EEs00SyTEw9zwd3PUk2DyU8DKa3IFzdKLYaHnroEWRZZtu261hcmsflspPNZpiJpHH6IowYAZgp4UrHiWpZbAjmpqeIRqNs27adI0eOsG7dOsbGxlAUhampKeLxJO4qPxlvEFHXRF4rsc+nkrxwgXe1/TaaXmQh0s/47CQZQyOfK3Ku7wKhUIhQOIzL7SaVSCA5bcz0n8coFblhxw2UTIXFxUVcXieLsRjZjetJ37aPTL7IjVRze6QOT7HAVt9a5koJxvMLlTFYKXYjISRR/r8IgWRIbK1qJWnk6U9PIcsy8XiCXC6Hv8qPoiikk6lKd6gDWcDszAyaVsTlcpNeynLo8EEy6Ri/H1vArO2kZaKPs7//u1R1dPKd73yfqug0MvVMjRj86rvfjUCw/8ABmptb0HSDgYF+FEWipamBgYEBFhfLGppLS+WCcmdnJ0NDQ6yzVfHB2QDBuEbaI/HlbYKBgSEcDgclXScarWbt2jranx7hOW2CxW8eQ37yL7G1drJvcYJIJMILz7/I4h1upLMpNoh6Hnn0K+zefS+1tXXEluIkE3FkRQXLwhX+AEWrCbstgcc1zLkLZ4klkpjeWmSbEy0VwxQShVJZhGJZjUeiDFQQCCRZICyBLCxO/PDaOe+3KGF/CabIykqqwjAvYrBX+9mrI0Suzhh4+bFXJcQByhLtZuWxqsh5lc+9IppfebbKztvSkYwSdgGKJMhnsph6CUlA4t1DqItOprouMDY2hs1mw+/3E41Gqa6uwTLzWEjURqMkEnH27tnD1q1bcLkdHHzbPaT+xxd49u615DSdrq4uNmzYgKIoON0GdoeDzp4A2bF6bKU65iY3krXdTc52E/tueSdCWLw00Mvz0U56lW6ebpYo+AycUxLFZ2O4+yVS63RCdzSRzaYZGuynVMyRTMU4d76Phfl5sukMVVUBhGVSLISJze7E5Wrn9pvXsbZJJhkbIZlMEImESSYT9PRsxOPxEA5HSIXXMGwGsQeKbLdn2R5wsXvrVu779V8jGo0SDoc5evQouq7T19fHkSNHVrphbTYFr92Oe3GGrsFRbneEOG/zMhJswDA0qlwhOtd3EYxE0AwLWbFhtzuorqklmy8yv7DEfFMTx9fuxBMNY2oluru7CQaDaJpWFngIhnmbP8y2uSTmT59Hfvop3Nk0uqEzmJkhqHppcoRxS7YVNJNZSedJpkS9EmSjv5kJPc6Umag09igMD48wPT3D3NwcMzMzKIqCqiqUigVyuRzPPvssExMT5PMFzp3r54477yI5M8OR9naM0VMols70+ATTk1NEgkEc5nWM9KXJpdNkM2lGFkFt3IuiKIRCIdra2rBMk56eHnw+H7Iso+s6NhNEUSOfzZJKpRjQknyzx0Q3DX56nROf14PDYUPTNKLRahoaoiRvdnPqf2zAfUsndd/7NaxTLzLz1c9hWRZLi0uk7gtDmxvua2TEE8Nhb+NU72lGxyZIZTLMLywyPz/PzPQs5I/gcQwR8jxDxJOhpSpCW7ABe6QZddPt2IMRZGFgkyxkYYKlV3j4wRISpiRhCIEk4Fo9Fyt+5Bd3OW/Zv5XJclkNxDCMSuEHkKRLipNvFnFfzblfdRUlLlfPudzpl9Eo16pNShhIWCCpmJigF7EpAsnQQNKJx+dRhANN06mriZBKxln8iFom0rcp1NbWUDJLOFsshv2H0eUi0z88TjFeJGamuPvuu5gcG2apkGbzrhv4uc2JCDoY1IpU1YZgWHD9DTfg9fnYsWMbS0uL9J8/R4njbGmN8uI/PYcv1Iu7eiMPPP5FEokEdlXGP3SOaPta9rRvJ1ZXoG1fO0cOHyMUCtMSqCWwoNDRsoa5+DwvvvgcjY2NzM/Ps2P7dk6eOM7h/Yf42K4/5dnXwowkBmkZ6ObX5C76H0qyebSDiZsyLC3G6OhsIxwO853hGSzNpL47jfeuAPIzSWb7kjS5q3n61UO8eLSXtdEop06dInWmEUlS2XCXTGtrmdVQkiQMw0CWZTqq27C/87+z89wrTM2+RmDnh/jSkR+QN91semSC0bEJtm6/Ho/Xw1IsyZmz56irr2d8y27ee+p5BooneWnvvRR3OxkfP8PE5Czrw29DkgVzyXGKF6rwjgfYWLid7XtUdEPDtGBWW2A6M4tNUvHYPbQ5arFJMpKQKRga6UKewdg0feY4qVQKu91OIBAASuzbt49SqYSJQTKZZGRomIHBfrZu6iGTyXDjjfvo6dnOyZdD9HS84/+y995Rkh30vefnhsq5OlR1zrl7Qk8OmtFIQglJSAiQyGCwwQsi+z3st7Yxixfv4/EAP/sZA5YRYCFASKCEwkijQTOaHHumc+6u7q6c8w3vj+oZDcHy7p5d2X/od0736b51654+3V2/+t3v7xsIz+l85AsiJy6dY+WuO1hNF4gHlujyerGaLQSDUUwmE+2djfx4ZghN08irJqJWFcPoIUqlAhajkUcffZTe3l5WV1dpamqicC6AoGiI8Sm6m+18JT2Df3ycL77lJgSrzOLCAk1NjYRCYVYOHyGzEqa39zMQKPLqwTM4HU5KRYV8scjp05dpbu1jv6GJS2NzKPEEybE1tm7bwvj4FOViAVVRaahrIJvNs+n6PSgDRj6a+QU5XaKkBPnMw3GqbD24hv1oDRLq+RXSWhGlVMJstqEIAgo6OiKaIFfYPCIIKPzO7fDvvDbfrDe8flOE82/zOa+tf3Wq/q3rX9ucf9/x32CZ6DrilVAnARBERNmwzpGuuBlWvLh1DLKILArEk2ucuniIAKfJZhKkEnHyuSwAiqKwsLBAQ0MDFosFj8ND1LSIXa3CoVTRkvPSa25g3759WCxmCvkM/jofOwf6uXvmPLe/+gzNbidWu42Pf/zjuD1udu7aQZ2/lrHLFxm5cJaZqTl++d0LTE5NkU2vMnb6x8zPV9wKc5kUhWMXCH77YVYmZxgeHkZAYHR0lKamJswYMR9P0dzcRLGYJxaLEYvFKORzXL48wsTEBB/f9seYZDMzmWkGdgwxq8/zXx75AX0LVSRMEuJ8D4KoI5vN/HxiHm85z7CeR314HtcvUmjXeciOhan2NCNsuJWMvZn6xkbKcTvOxhKCJUcsUKHaXeGKezwe7HY70k0foJyd4dLJQ+SX5lGO/xMD/QfwBOYYd9Vh8FbiyRLxOHfecQdD/YMU1QIF2cKUphDr2YRQzGNRi6iaTpt1H8HUHBPJVyhYV1m2tlKsvpHG9juZWr0ZUYRiqYBSKlQW0SYD0UKKi/E5zkXnOB2dYyQ6x0I2iCZWfHPMZnMFelj3dkmlUsTjsQpDw+EgHA4jiRL5fIF0KoOmwVNPvojomKeQ1ikbLpBOp2kf6GFaT3LixDESiTiCwcFCJI+mqURjYc5fuIDDpFHSTUiSgFEWaWnrYPTyKPPz87S2thKPx9m8eTObt7+Ka3MzuiiS7K/jz9ILXMwrvFDQ8bldlMpFQsEg5VKJlpYW7KsRCkaZkX88yMjR86wEArS1tRGKRBFFM1FlF8shgWgwTFepBmtcoru7j1gkhiwJzMxMI6w6keY8+BoaWNhTy0Kti/9R6qMsyHzxwWVEzUg6m8P2Pju1w1EaPnEztT4nRkFFVEuIaglJVxBQK+wtUUBErdzdiq/fF96cvN/gsruqr07dV26Xf6cZ/x7Y4goP/PUm79ee/hsdm9/gZVNZRgnrlCVJUxFQ0ZHQBAF1HYNDqzRyAQFJEFCUAgZJwiqLaOUSekGhra6DgmWFzto2gmtrzM3NYjQaGRoaoqWlhUwmQzQaxWq10ihsJmOIEkmsYnHb6djRh8FpIp/LYbOZ6e/v4fyFs/xj8HlypQJmo5mCUuQ7zV/kwolzPN75MBl3hnuevpNOpZmny8/hcFWxbedOwiYbWz5wH+mvLlNMhDEDVVYLnuoNbDxyP7kXDcx0H+GTn/wk6WgSz9kiU/VJ2o45MBg38u3sGG2trQSNa9x79z089NBDGDDyt6e/wdt776U27+eZlReJxWIsbq9lNbVKz40Qn6nn4bOj1MWDfODue2is93PklZcZOziG6ZdLmBwOXnrmCRy73knH0CCzl19iYEc9F16Mootl3vH+uzh+6hXuuk8kl6vlsUdWEAQTuuwiu/QCoetO4tD/D1KpEG5bA5ZMFNtsCqmzn1cCayiXz3P/vfeSTaSYeXSChsWzRAd68IZCyFXd+JMLqCEvJdcIbW1eLo4sUFvbwPPPfoGNA/fT5N+HqXwJdXgjJoNEIpXGarNTWPf2LutQ1qkk66gK6K8ZnsmyvC7oESiVCmSyORB08oUSJpOBG2+6GU1VePbZX1EuFnE4HdQ3uqhvztP9V39Cym1i9aYO1m7vRSiXaWlq4VLYwH968iwY69kgpLj9rYPk8nlk+TBJewMObyOZ2Qvkyjp1/lqcDgeTk5Mkk0l27XZidV6Grn4UTzM1jga+qGjcvTaF3DvAj558GgTYHRvnUrmEZjBhPbAbu8NCNpfGZrHywAOf4vjx43zz4+8glUzy41mFifOPYSh1Eo7GOResiNF2dHkp5HO47A5ao1tBVMgmZgh/5REEQSMjS3xkcYkqbzW9t9SR/KM7aH08RGibh69+MUPMu40nHeP8ojRLUdXIlotYLA50SUSUBZRyYd0uw/C6veTN5v0GV11z31XDn2vrt2ER/f8GbPLb9TvHhNe8SsQKrI4gCEiCeDVPXtD1igDjKqi9bnalV9KvBaHiJChRWaAopSKSoGGzmNE0A16tn0w6TTKVorq6GpPJRCQSQRRFFhcXaW5uvspd1hIqrkKJ7gP9LM4vkAvnqK+po/TsAun+Ho6uXOCe4QPc1X89gmDk3NIoz84fZ6e/k1xzluZDTTjLTlB0zAYJj93CxOgEDTffhoBAOp2ilE3T1t5OIZOntqWGlb4TmJZ9ZD0hTp2KUltbS9KVpTdQxZmaReQWK1uMmznx6jGy2SyyLGE2G8kU0+SLeZ4LP0e3oQfjYJRt70vi+nmIoDbDYsHCJd3MllM/I9O1lZmZGXS1hKIoKIpCe3s78/Pz9Pb2cu8N3WQyGZ46V0IQRKp68vh8tUxPT+F0uFDVIouLJXbvq+XkoRKUYzibNnPun7+N0/B1CoqKr7setVgmr5UZNgoc1mxoLd28euQoU1Mz9Hb3IBY1nnFuRrbrdCanMb5yCGfb/SRePMxBnwODQUKUDNy2+UOYZTuxyLOIxnrS6RQOh4Pqqmoi8Thma4Wdo6kVB0k0HYmKElRVVSRZQhQroQzquve20WxGKRYQqTgRxuNxSqUSO3buolQsUC6XMcgyyWSSkx8cYscPL3O4w4Yyt4SUzzM5PYvXZqa10Eyz30prg6Pi6WIwMDMzh8li5sP33onuzXAm52V8bIzh4WH0A2FyzJNbvIdo4E8oFGdwuZquDjfPNfUy2NaH9eUj9KoxZh2aWR4oAAAgAElEQVQNDCyfIdMySNZRg8EgEyuWgDx2m4PtPR34erdSV8wyGH6Jw1oOVdMolBUEdJr8NRyfCrO/r51UMkU0O42x5KQsZ8k7YgSXgtSZmygVihw7eoT23l5QdKTMCqaX1wj7GrCnVLLGHPFwgIKi4appQBZKIIqkknGMFiuCKPJvidPfZJu8wXXPH34Vu8e/nqAN6jq7RL9G5q7/G1P175+69QpHVxepJMVfS+d7ra61gxUEAVFT0BFQBbmyihTWncw0BYFKAo4ggElU16Og8qAqWAwyxUKO8clJDEYL3d3dpNYnbY/Hg8vlolQq4XQ6KZfL5HI5cpkUNgliiRBOl4NsLI5LsiC8EkDe7eNg4zzt1Q28unyJl/74nyjk8rz9+59hMO7Gs6SxSdzAxZVzlCjQLLUzb1/mUmQRb62PTD5BKr6EzWxgY3cfywur3HjXXdzzjnei6yLFQonv//MPaGmpSMGTyTiHXn6B+vp6kpEEaCIbvP8bU+Xv4XA4+EDLRzgeOs5TI78ilojj31+i/4ES9z71D3wj/ggZJYvVFqfuV2skm/pJpVKopRzDw5sRRZFCoYDP5+Ps2bP09fUxPj5O+GufQ/zuT9gtGmloaMRhdzM4OMg/PPh1amobuGXf3Zw6dYpTJ44heN3U3/otQEdNnuXMdz6Hy+2hvqmFYDBEbC2IZHWS8zdgmJnghhsO0N/Xyw++/yBGWcLrcROfmePWjX9A9MJDBDxOVq0GnEITCXUJVdG55fo7UGNe4s4AkWiUu++9F12TKK473ql6RQ8vaDqCpqEjrCt/1+/QdNClikWZqK/f5K3vcZRSCUVVcbuczMxM463yks9l8VVXE4lEiMfjtLa2VHByTcHv93Pia89Q3VTNWWmJTCbD3n37OXToEPe/+92YDQLN539E2VYDusAT6TpmFqYIHDhMQYzROXM7fcYtHD9+nO7ublxOJ9l0kmw6TbFcplgqYbBY8R7+CXPNW7jurnewuraKLMmkUylOnjzJvn372Lt3Lx2lVXQE/nToSdLPp9myuAOny8NiKM74/Arbe6pZWlrCZDQjCDKCIHKi9nGkTUkEXcK50EjXxH40VWPjxi1cHLmE76ufIVMjI/zpQ1zv2MZAdS/PJP6WrFLgsedCIBnoHhjCanWwllMQBAPlEpx9+IE3ed7/UcpdVY+yPnlXmJ9XZuBrJuf/R437Cm6uVcgkgnb1mr/vKr+z5EREE8R18c36AlPTuCLeFYQrFCZgnSqWKxSgLJKIRykVS/T1D13FPlVVJRqNUigU6O7uplgsEgwG8fv9JKJBWpsbicTW8HrcdDe243a6iXmX6L6+k5dP/TP/7c7PsJiNE4yHkYo6siTR2dZBLDfNefUCuyN70HSNR00/p6trkBq5TL5Yxl/np5SPUOV1YTCYQZBIZzIkY3k+9ZiJ/3y9ifPnzxEOh+jqamd0dBSTyYTZaEL0eEhE84jpfoLJNSKRCD/K/JBPbn6AQ5dfoaqtGnEeev/+AI/ZTrEmtVNt/jWCLJFpHUQWRFqam1icn2FmZoZUKsX27dtJpVIkk0n8rc2c7/QhLK1S/tj9THzp74jHkwwNbmR0dIxcXMJc66S1rZloLMyp08fJO30ELn8bQ2CcaoOIy+Umk8kQDoUquwdJwiYLZFvb8dT58Xg8TExOUiorNNTXUyrl2X3X28ivGtGHN4OooAeWiZSnsNtcJLVVksYRLNoeZFkmFAwiihIGkxklV0AXhHUTpYrSUqMiGEMSUTWuiscETUfTNdR1WE8WBHRRxGg2I6kqmqYTiyVwOp20NDdT5fEQDocRBIHp6WlEUcDv97E8Ps9bkh9GTFiw33+Ei2sTtLW1srzcycjIRVrb2vBU91HKZ0n13kxXIoHL5UIupzAYDTQKG9iwYQORSAS73U4kEiadSlJdXY2sKITmF6nrvZWy/wy17X6E9gh6RKNULOL3+2ltbcVqtXL58mWO5pOcSp/EtdWF9w+9OB83YMpo+FQDSkYmmUxgtVqYmpqhtaWDbCaFZVhALHhQ1CKKJ08oGGb08igtzZ20tLSR/ebPqG9vZjGWJCKHKEs2ps0yom6l0ecglVUopmIUMhlyoh2DQUfQja/bS96cvN/A6t92MztufC+KpqFpGqq+vri8olpcF+b8vuZd4WXrV61YJfGK8dTrcLl/z7HfDm5QdfEat24QtIqvhc1sIhoJU1XlQSkXUQo5ZElEKaRwOuzEw2FGRkYY3DCEwWhBNlTmAE2rOO7ZbDY8Hg/BYBCXy8VKIIDFqpEWNW7s3MhzLz7JyuISba1tfGZTnssxheLgjRzJzHDf0M2cPX2G0dQCrVU+5ECW9qYGBEHgX370A8xmM82dAxRKGvFUkUgsSkeHj3IxxuriIi6LF5vVTtbQSKLxD2hzwpm4wNtOfZ73lEt8mCL19T7cLidjl8do4j3UWfexXPoljYa7mc8+jr13Htloppkmequ6ObdyhqNzx6G/D9PcGBuGNhAOR7h4YZTm5maUYg6Xy0Emk0GSJAwGA7FYDI/HQ+6D78Fz/ARLH7sH+cGf4rk0Qy5boK2tjUgkitlsoaOjA7fbzZNPPkn97ptg790Ikozr2e9QYzNx5OgJWtpasVrMrAYC9HzmveiqSvzEDJogYizD6rmz2C0mJqcm+OxnP8up0+cILcWxGB0ItjS6phCPJ3BWS0hVEXq3+BGSzZw/mqWYzfNhy04MjV6OlMyUFY1dd7YTi8UxWM1o6IiihFJWUdEQBAnW0TUd0LRKM5ckcT1gWMUkG5ifn0VAoKammpOvvsjWfTYW57Isz5bo7RnC43ERj8fJZFLsfXIj5nIXv3gkwEyXC1GDLceCLP/8p/zpF8rYbCUWAoOcOteHxWBibm6OVCqFwWAglUrR2dmJ0WgkGo0ycukSvgE3l/b+BBmZ+lf+iMbO91DMBXEPPIgn203CNoU12sih701gsVgwmUy0trbianoXpfjLvPqxZ1EvqsyvbcCh6VjFPDcWTRhuPs3xrxZIXTYhaAY8niqMNg95X5Dl+QX6zFuIhIPkCwWu69lMo27hrJynqBZZnBojk8mga2Vuu7MVoyDz6C/m8VbXki+UcVbXEkik8bq8OG1+Dv7Ln7w5ef9HqLrmvqtf69dYtP4WJeTqGRWQutJaK54I1/qQ/C5R6N9aYP5u4s41MQu6dhVqkdDIpJLU+WvJZjMI6OTzeew2C0ajiXQyTbmsUCorGAxmTGYz2WwGi8WCoijYbDbsdjvBtTVyuSySALFoiPjkItv/+s+Ze/bX3Lz/dsrlEg6blbrl/4tddbBQPsc/rAY5NHcGtVxGFiS+/OMdUNZY+4dazp09g8Viwe2pYmxiGqfTS6agMDDQj6IkmBqfA0XlY5/5OK+8cpSTF8/wqfum+ctfd/HO+gjvL5c4nM/wRzYLLwtwaeQi+66/iYwyx9Sxy3hNm5kWvk7WPk93wz6yuTzjoSlenj5MbSM0vKcd4dgSu/YdYOPgZo6PjzEzvcDw8DDBlQUKhQKZTEV1WVNTw+XLl6l+3/0gSyzv3M7+7/6SqelFwokUmqqRTCZRFBWXy3U1F3NosJ/AyBGyS3NUt3SSi4a4NJ8mV8gTCCyzYaAfQYbkwgqulkZESSSTyzFZMlFjNpPMpshks3T1dHP+wmWKpOl330C0OEuGBYqFIkK2CbPgZ+lckl2btjOvv0K72ERH1sW5iSgB1U4hq9K2OYTTY6e8bk0sCgKCqGMUJYrlCh4riDKiAIIgVaBATUeUBVbSIQ4tn2CD3kxXcxtLiwsMbHVitObpGpSpqa5FL5qYnZ2l6JSYCU5x2PUCO7ZtZ635nXgKEDfqFGvsfO0ra4RjbVwY28+2DT/EZs5z8NAgZrMZQRCIRCIYjUYCgQCNjY1s376dGp8PxZlnTvVQFgosLRzGKXVisxTRdY2ymAJNQCpX3jhjsRjt7R2YbfWUsxlk1z6m7/6f9GztQNyu06cm0fUcy2tFmlISdX0mrrvFy9zTjSwtBmhuryOXc+LztBCLhUmlk7S2tdGW0JHySerrLLwwO0kyEqZYyNPd3sbStBlJNmE0SJhNMja7DZfHQjC8iFEzoxXSr9tP3py838D6yJ/9EG3dMVBd3xBqWsU3QkCsgCgivNagX6MS/j5F5W/HJv0+Uc21da3FZ0UgBCoiaCpGCXRVQStmyabTZLJp7HY7TreHQllBFiqNvZxNMTE+yq6dOxEkkWPHTuKrq8Vpt1NTU4OqKkiyRCoZZ2F2lv7eHtZWAmQyabp29mP+4Puo/+W3eEv2GUbKu3nq2DT9lgw7b72fs6u3cuiYkZfPOfj4O77G4uQoH53cQ2exnk/4/h5zlZ14IslqKILB4kGSLbS1tbEWXEYpx6hyW3n/u9/H5Og8l0YvsxpZY6B/gKamNmam5zCNj/MJRD6iVSiNB266ieZt25HNZoIT4yxfvkBjcwuWSIZ3DMYxSCpfehaWMnEC3QPcuGuEO2rfTnWuGb1U4vL8HI8dOYzf70Mt5cnlspxavBWttIZgrMXPg9Q01NG3YQOTU1MEZ6ZwuVzYbDby+Tz5fJFMJoPJZMBut+P1ehBUhbGRi6jA/gM3cvFyxVPabrdz8virDPT1srdZYCRiQBVNiGYL4UgE4XubUYoSRrOGbazEh7PX8/zzz5PPZUkmEzjtLspRO/7qJs5OHkaXCwRWl6iurmbj5s2kMnk+FhvmmxyD4hDeahe3vn8DxVKJgqogGwyUSiVUdd3v5Apcoqynn8tmDLJEsVjAbDTxyNknCMpJXJioSph4zw3X07n7WyRm2zhxcidqGXy+WsrlEl/edpbuSyM0jy0iToo47Skmhev50Ps/TqNljHTGQSpZhcebYuvG76LrAk8991Hi8TwHDx4kk8mwZ88O4onnsDtOU8jX0dX1JWw2O6fOniC5vMBw/gUCWi3V7ZuZN9XS0FmFz9KM3VzNbP5pCoIdg1agiInIOQn0itVxc3MzSqnI2toaL/36MRRFo7q6nj/+x06Cs0UaWr1cOlhPvs7C6PePIwmQTMawOiwkYyke8O9FNUmsbPZjtphYDa1x9OhRPC4PxWKJQrFIT1c3S0uLFEsFLo+PsHHLNopFDQ0z51586M3J+z9EVWI1kCrOEYAAUoWaJ6xr1ZVrNsyC8Ptjzq4yTn7r+3/tvGu/v5ZjXlY0ZBk0rYxaLmKUBARRI6cWcNstGAwSmg6CZEDTyhUvjuocfTt6KZXLlHMlWpobSecyNLe3Mjk5js1ipZBJo2sqNx3YRyQSIpuJc9stN3HHW2/gyMFD9G+9n+xIhueeuEgOFz8eWcO9VydfmiaRHEQA6nxOgssyT+27hM06S+FUmVImT0tXH/5WDavVRjAUJpuO4XGYyWVFitkM3/vO9+hq7+dDf/AhPvHAJ7FabNhsTtLpFFV7dvGgWuKb73oHiXiCr/3NfyW6EiSRiJJOp7jvXffy1NPP0dHRSbEkM7NmZzm3iKupCXVlkdXHXXx+/O9xuVwIgsDY2Bi33norS0vLaPkc4dwwdcYfUVCKxMu3kDS9jes6EiyOjeFzuZhKZSgUSmzb1srWrVt5+eVDpNNpHE47+/bt5YVnn8VmMOCvq6NYVkA0kC8UUaJRCvkcu3fv5r6uDE9cynD/kAld1Pm7u30YotV8+MQODh5+ialMnnuraxH8Zt7afDN/+6v/ztDuPXzkM59mLbBCQ1Mjn//QEdzuBix2E7t27SaVyWK2Oni0OkBuRiH4djvzVU7mR0/ygf4tGFWBTCZDJpOmoaGJ3DqfX0JEUxREQSQWDWGQDRQLedwuFwd8G1icn8ftcqA4S5y7ME3HNpHViWbGLk+xdetWFhbmyWQyvOvlfyGjuLkwX0udM0S1Octm8UleeqSOD32wCVH3IugCuSw8/fynGd54EKNBxOfz8a53vYtIJEI+n8dkuot8ochKoJZNm+xcHLmALMp4m9qZn2qlSVzkydEEGzbWc/qlL1E2+Rm64d2oxnvwGUXkyAVCuTD2PhemlUqSkFJWOXToZcLhNdqbhqhvqGNtbY2n/lJhYSFA7Ec+HLvi3HdI5JlvNDD452tIBjeTN9yI6PPx8Mg4raksPS4HK2trmGx2XF4viXgCXdcxSDLVVR7OnDmFopTw1VYRC69RXV1DMht83XbypkjnDSxJEpAlAVFch0EEEESx4hchCgjXxKD9dj7l1eNXlpa8vrjn3xL+6Lq+ns6tYjEaQC0haCWS8QhrgQAOmxVR0JENMsV8FrWURxUzuBtdGBskioU8uqbhdXvo6upCU1VsFhtejwdFKSMIGiMjF6iucrFl8xDT02MU8gWGhoZQFI1Xou289zYT3/tMEbvdRmB5mYbGADMrRj5690meePwxouEQY5cvc/ToUXqHNnPDrXfS37mFgY5h3B4Pmzdv4rr9e+kfHGI1EEBXVbKZDPFEjB899EO+vuEedjr66Ghrp87vI5vJMD42wVowSjgax+Jw4vR6iCcS2GxWfvHY46ysrDAzN8erjut5tuxh06ZNrNpceITKG15jYyODg4MoikJ9fT2SJJFKJ/ic+AQeyUc8GidT8uJSfwFoWMwmVldXyeVyV9k3pVKJSCRCbW0NqVSS4eHNXLhwgVi2ibHFWgwGA2VFoawo2B0OXG43uWyWlcAS08Es79zswmYSObcGst2I9/k8kdVVEqthdn5xKyaMaGIaVbajKSp/8MADPPiNb/IXn/403/vmt2jr7iYQCHDjTTehqAqBwAq1tTUsLi5S5XEj+2qR8kVydjPLgQXi0QjFXBajQWZhYR5ZlikWCijlMrqqYjQakSWpMqGuBtCUEivLSxRyWRbmZrGaTIyPjvHED+9lZN5Gb28vyWQCURTp6urCaBAJxQWU3Cq1zizHJjvI5AXGx8dJZ6qx29YwGo2kM1bMZnDY1yiWDJXgjlKJtbU16uvr8fsbsVV9EnXDR7gYTLOyUhHdDA4OQnUPia77aGlqJhKcQdZ2YHM5MQg6L1saeQ4zummcKncMo6WErussrwQYHxujkM/R2tJKXV0dy8vLFAoVr3ZVknEFnYTqSnzv3iB9M2Y6u/uwDm5EzuTRTpwmvKGP8VCIeDyOpzpP395HkA1JpqenyedyRCORSkCFLCNLEtfvuwGz0YSmlIgEA6/7Gn4TNnmDymp38eHP/z2apq0bs68j2IKAKsnk7F4U0YSCgKQVsWWjyGr5X/Hz/k12yhWJvaCvPyL8Lk/8yvmCIFzlmesISLrC2vICN6qLdJYCfHXNQXV9Iw1t3eQKRYxSEUFXWV5cYHZ2lua+duob61FiGpIo4/f7yZeLiKKIzWJidWUZtZRDVYpMTlxi1/atuN1Wbr31FuxWO8lEkueee569dcdo8un86liSD9zm4S9+XMvs3AID/YNMTY1TX+XGbjUTjqfp3rSDVw89RzJh5J2hj6KaNDz/WeDShTMcfOGX2K0yB269i+DiKHPTS3zEswuvFmOuHKZVVJkzDHCmNkWhWMZfV89Lhw6jKgpd7c3IsshQfy+PPfZzREGgs6efjq4u+oY2YXW08N8PniZfnqNucepqIsyuXbuIRCKYTCYmx6ZxCx7+SPknLuov8u3SEmo5iyA72OD6KRviKW5YXsOo63zSZcXscXPbH9/JkWAN5mPPkkmGcTodiKLAyPwtyHqUzlaBPVsEzl0aI7C6RktTI9lUkuHNQxw8eAiry0V9XSN2l4fk2zvYM1LNieNPowxZ6f6DzVxWI+TJY0hqrLzvIA8+9nOcLhd//sCnOPzyIf7+oYf426/8Ndft30c6ncFf30gikSAcidLR0YUsG3nmmWe49bbbmZqdo1hW0NBxuz3U+vzrjW21gsEPbaTW52d+foHF+TnuWrnIDrHI5x3dOGw2du3aUeH9Gywce/oVdIPO/jtuvPq/WFtby2M//jrd3gvMZW+iubULOfZ9MLZxYspPXX09H/3o9fR0PYKmScQTdZy/dBujo6MVLxOjEV3XcTqdhEIhRno+QN5UjS0YY9i8iCN9kcXlRRoaGjh16iSui5foRiT8trdiMNoptunUCHXUGF1EEjESzhyLYz8layzSGb2BVLnE5MRlyuUyRpNMa2sLdruT4FqEDcksp3bdRconMJScIj0bo85XT6lU5kVZJL9piD3Pv0I+n2fDnjWuf88xwovVOLxpnvwfHyEWDpNOpcnlsiwuLHLLrW+lttbHU7/6BbKss7A4xcrU2JvGVP/e5W/supr4Ll5NhRcI1vWy0LKdNV8f0aoWElXNRHw9LLXuZLVhY8XzBLg2HPg1206ucmxFnatT+e9HvPmN5wKoSolSNklwYYoD0SluXAni1hO4zCJlTUc2mRB1hXg0SHH+FLlEHD2tI6QFkskkgiBQKpUxm8ykkynQdRYX5pElkESdz376E/hqvbS3NoOuopTLJJNJcrkcX/5hjr5mgbftsfGFB81MTU8Riyeoq6tDBFaXF1laXGBwx37O/fpZfP46dCnJZP8ss4PL/OLxn/Dsr56mlM8iCjpnjj5N98b9iLIBq14iKVdRZ2pgreov8QoCx44d4+573l7JZlz/G2SyFbxZlg0YDEYaGptpbmlh0/AW1nIyjx2sJkWYBuN+stksRqMRq9WK3+8H4MiRI5htBqo7nZwxPUbKN0mj+Qnshnn8hidxeTy0JVKkRAG3orBrz17a29sZN6RYmejD3FHP5s2bKJeLhEJBfLbTlKlh62CR+aVliopKoVhElCUaGutJZdI4PV5EyUhb627clreSbosyH/MgiRYYz6A+k2Xxh3m0goJ4OoHdasVms/HKs88RWFxk567dpKJRJEmipaUFySBz/sJZxsfHqKmp4YWDzxNcWyGZiBEKrjI1OcGGoSHq6+sxm03EohFS6SSlQh6n3c7xY8cq9MhknLWVFW6WC6QQkWbHmJye4PLoZRRNZWV1hYaUjXfNDnH+/HmCwSDpdBpd15kN6Jxf20OX5wiF5e+R1bpZyW1hX8ZP+5RKIlnD0RN/yPjUMCfO7GN1dRVRFLHb7TQ2NmK1WllbW0OSJBzPfRlXaoK+hVmKL3czcvkS2WwaRSmhaSo3SUbaEdj9wmFWQ0FSZ2Jo4klmtAvknWPY9GkcJSM98QYCzlfIh8PkcjlAoL6uAaPBgiwZudvi4I88Nfxo8iTvnp1go8lGX1sDqVSKF154gdKFS0jf/T7pdJJCIcf0xXYe+et70FWdww99ilBwjWAwiKapTE1NUSoXyd0cZTozja7qZNIZ+vt/J+/9N0r60pe+9P+mF/1/Wn/1V3/17/9D/P9ct9/3GWwONwCaDqPdN5J2VONfHaU6vkBVbAFPfAFvYpGq2Dye2Dz2bIiVuiGCdUN4E4uVdHZdROSavMv161+rvNT+ld59Vb2p66ApOPQ08+PnaPB7OBtc4hZJZeLWe5Ht9eTLGuVSiZFjB7GHzpErKrQ4FZo2HCCTyZHN5Kivr0cURaKhMLFwCKfdRL2vhnhshUQsRDGXYG5mnJbmBppbmlkJrHLx4kWeeuIpDAYDF0IDPPjkKoIkoakay4EVCpkMqGUkg5GNe27i10/8mK6eXm5/29sZm5xmPHiCeGmOcHANo0HA7bKTyeQRRRPN/lq8/kYmlTg9eZE8JvyFI/z5xKs0tDRgMplZmF9AFCXuuON2mhvrCASWGRm5xO1vvQNvWxdBfz2hu39NemCUIcfzLCXcdH36NOmnS7z1rW9FlmVmZ2fX37hKaLqC2SgzXT5Jbb+dmelRHKYwVR4TvQMDnDTK/ErQWdi5k3guxw13vYWXRtoxmUoI9gYysXFWp6fJZgrU1RiwyxcxWZ0MbtzM8ROncPrruejsYu3Cq5x65TAqArIsYbMqOB0C6VozobdME/3+eUyCTE91M+l0GkuDia5fy9x/3/186y/+jMFaO+/75APopSJT45Nkc1kmpqYQRIHq6iredvfbePyxxxkc6GclsEw0EkItTHLj8DnOjwapru1FRGRqZhqH3UE0EqWuro6dO3eQSafIhNbYVY5xIRTl53mRr9Ya0CwWNtzzLpKpFPGZMHtnGijoJTraO6jqqWdk4jIzMzM0NjYSiSZJlfsoSgMsh0TaPH7cUR0jIrbuBsqyRGDFQrGosLy8fJWhs7CwgK2mDrvJgCzLyLJMTWoKp0GllGgjKx4kk8mydaiN9+/fxtdfOoqts4NzQwPsv/4m3G43+agLFzWEp0oUInaqS14yeohCuINQLMrq6hp9ff0oiobH4+XixRF+vbiIZfsw/3P0PG+5sZ0be6pwGnWeOTHFzTffjKVUYu/wEE2948xP6oxPTnLixCWWRgepqqpifnYOk8GAUTawsDhHz/u6KO3Kka9Ls/J4iO6eXlaWVwkGZla/9KUvfef3vZ7fnLzfoKqtb6GSkaOz5BugfnWEtoVTyJpy9ZxrA14FQNQ0mlYu0LR8ivm23SBJXJGsX1u/YUR1rUXKtR+6jqBVFqa6riPoKoVskkQiztjYOGVHLf/YtQld0yiWFERRwmwyYvfUM5Gvw2vWsNqcXAm0b2trw2q1kkwmicUipFNxivkc27dtxmabpKV9meWlBUwGGVVV8NdVFj2apmO329m6dQuapmI0GdF1CIaCuN0uotEQkXCIgS27EbQynV1dhCIxfv7YL1hdC4OmMdTfh8VqJJvLkM5mKxFeOhSLRZLRIGWrgSPNAm5ynCzaeM+H72fjxo2kkgnM9QPc9YFPsGnTJs6ePYvb5cXl1EinZrg8Ponz/afIjdSxrTCL0bXK/k2nOf+xo2z5cjcWi4XR0VHW1tYq5vylEg6bDVmWruLZDocDWZavxpqlUinMJhPJQh6DLNJe1cg2XkSTCljP/ZDk+AT5XAGTwUA+XyBfKHLbbbfz6qvH8Ho9TDq7ye37AKq3HofDgcfjQRIFzpw+zfzCaeoftbNh0Yf6hQ7YW8U2dRemd21WGm0AACAASURBVDm5dfI4dvevEUWRdotGQ3SGzGPfpiE5j9/vx2a14XQ5r0IOjz76KOgqbpeD6akJdE1l14ZZJlfb2NJ2nupWP+J2F7pN4tChlxkdHWVifIK1tVV8tdVINgs/i+W5223kAYfGR1NGvr8U4/z584yOjlK06Vxoi2LRDUw3JomX02QyGc6fP09vby8dHR04nXZyuRy7d++if88wk2qEM1UaZ9MhnE4rJvEcExMTV42xDAYDrtaPYczfjezehMdRgyzLCMDhY08zXf7fkefs2OddbGnwkS6XOfDed8LO7ciygWCw4jG+GghQSOdIppOE/fOcTiR5eO3mdaprjg0bNpDNZhEEgTNnzpDNZrnnnfeScDo4ND3Ft1+4zPHpCD85tcrevXuIx+NIxgjexqNYXSF23ShjcDtwN9XR09ONQZKpr6/HZDSRyaSxGExwWqR5tg/vq83s3Xsdug7pdPZ1e8qbk/cbUP3D++ns34qmacz4BvBFprDk4+jCFS43FQHO+jR9daoWQBB0jEoBb3yBuZbduNMhpCsKyisYt34tUKIjCBqirq+zuPXXiIdXmr6uUk+UP/dO8fa6AtPJMv+1OMam6AzP1t2ILkqUyiVK2TQLs7MYLTa23PweRE8nsizT1NyEwSAjSgJjl0fo6WxGV8qEVhcY7G/DZH8Jmx029B5geTHEJx74FIlUCl+tn0QigaZqHHzxBYYG+0mlkzjsZgRdxGgwkIqGUcsF/PUNPP3owygYGZ2aoeO/JNn0OZh/RGBubpqqKi+rayu8993vxmw2rS+uAiwvLbJ51/Wcv3iWl1JLLElxVgKrVFdVc0T8ANOZYU7MexlfW6CheRdDfQKp+CLvv7PEyy0Barx1+J72EcnVcmjJRdV0FTXGPoT7EvTIk7TY/k+yqQnu+Kf/gqYoTBw9SS6XxWAwcPLkSQ4cOEAikeDvik8y2n6U6YlJ6v1+PC4nmqrw05/8mGQoQeLMk+tQE5TyRSLhMNcfuAGDycSZc+fx+f3MzcygiQK5vv24po/R4jSQzWYRBYGGhnryU7PUWTMM1Q4x/v1j9Nf0IARg9sIjvLvHSneNicmIn7ypinhVO6X2LUgtA7z84vOYrSbOnD1LoVCgv78fp8NBJpUmk05RyFWW0WXTTmzGZYLFt3HppgwGXSK9W+SOoVsw5WU62ztYWl5gYWGOXx9+mb7+Po594wuYmncirZsqDQwMUF1dTU9PH2r1Rh4a38XomW4UtYTVuYzf72ffvn34/X5KhSKqWkbXNc6eP8+Rz32Q1btvINHtRg0cp6qwRFPLLtp6BvmuqYsdoZuorn8Vl2UVPdmCENuKYhlhbmaaeksTd8U/y42jN9AZ72OhkOEfjv+YFw6+RGd3L41N9YQjQXRNx++ro6qqCt2ikrNnODrdRVGVQBAwaQVqvU5aW1s5PDVI0dDLdcPVmIwiKysr5LNxTG6JidkF+pp8bLNN8swr56lr3oLVsAGDbZrxkU4utMnITS6CnjITx0fIrobI53NYTCbKpRJtbZ04M1VkVzNMTI6Tzeao8nhZmLn05uT971lN7QMArLmaSNl8mJTC+iPrIhyBa9glV7Dt14yhrrBM2hdOEagfQrhG+q4DiBXzKH29UQvr43Hlc4WCeK1fioDO4kqIfC6F2WTmzzZYyMpWyqIRSasYK5UKeSQJqqqqGNjURdEQQdUUSuVCxWS/VGB6eoq2lkZmpicYuXiWG+7ZQ++WTuLhagpZFz/451+QjCcwm80UCgUWFuavSugPHDiA3W7FKEtMjo+TS6dZnp9HXv9dxKIROjs7yZeKGJqKZGIlzn4/Sdcniqh6mbGxMZqaGjlz5jQLCwuAjqIoGAwGBKChsRFZFNA1nf6BPrxeL5m8Hac5i7duheXsADvaTjPccIRtu3aSLgqMvENjem2NbDHD3EsxYosOtLSLZDLJ/tAskfNfIGszcv3nPs/86UtsvOcmavy1lXT1dRjF5/PRYe4l3R7h7pc+y/CmzYyOXiIcCbG0tMgdu/tJJWJIooQsy+TzeRxWG26nizvuvJO21jbMJhNrq0E0XaM0fxnPuSdwZ0OIuo6qKphNRuoVnX7BSHMgysrR4wxv2kw6GOWrF77GT0fmWaqtYdnfwtFXTuF2u7mYN/Gr5jtANjM2NkYoFERRyrjdLtZWVhi9dJlkKs7M9DR2YzeqIrEQiKJY76K6tpXehXoWrWF2BwawFUxs2LABl8tFJpOmqqqKnt5eNj7wbkwGI4cGLVcn5J6eHnp6ejCZTHi9VWzdk8PpLrK2dpFwOMzmzZuvyv6XlhZJxGPsOWxmx7wHo90OZYUlRzPjjn5kQwezci1fKVhoLDjQdJiqcpOJDOBsmidrKyNLEi6Xk32RD5JQwzxc/11sBjehbYv4/bXs3r0bqzeD1ZcjHA5TLpUxGk3k8wUGWobYYzzAoAVsos4Ge4LGajvnzp3DbLZhkWIgWujv7yUQCBCNRvF21VSsBNxmtniXcJk0DmzpxG63sxxY4NmfWQmWUgzYCtTJOp7udqreswu73Q5o1G9oRjIaOX3uFPFkmGB4BavNQjqbobqm5nX7yps87zeg+jfvRddVIs4GBudfqjhFrE/bV6PF1qloVzHsaxWY60dEQUXWyky176Jj9tXfSaZ8rflLVw5UGvhvhBjrqKUic9EMj+Rz+LqGOGlsRdl267rwQseYL/L4440M2OZp7HVj6opQREKwyLhSPWQycU6dPkp1dTWO1VpquwbZMdzPxP2HKGdXSd3jJ/tlASGd4Zs/+BYLi8toqsZzS3NMbuuGYgzL1ArLL8wTj6fJZmJgN+O0yFgMIvUtneSSUQwmM26jnWJMxlVfpGGbmQsfdaGUFmlqakAUBJYWFxElAYvFCGjYbBbCwQC1/kZOHTvCzh27yedySJLMAb6B1nI3mfA8A3V/weWxnTy70sbn7jtPKqVREFT6W1zs2TZIJNfP2KnLRJMhnE4nz5ua2Wj9OcW5FI/9PMz+v/wAU08cJh6NVlJjTEaqaqqxqH3cZ3o78cEw7ecbuE64m5eklwitLvClD97CVx56hv903/XEM3lencsycn6EcrFIW0srj/7sZ8wvLpLO5mlobMbv8+HK5yhdepa6rcOkJsax5rNYzSaW9CJ2k07ObWajsZ+u8y58ajWW9zaz6b7bODY+x+rFOX7V78RXyrB97z5eLhd5OKDR097Mfn83vxJEOto7ETSFdDIKRQs7et/NKxe/w95Nf8hc6iiXLl2iXFLpX+0nPDbOUV+I9vY2otE4JpOJbDbL7OwskiRx5ls/xO60U0znaWlpYXh4mO9+97s4HC5uv/0ObMpFHjCnse8SMEq1XLj7Rubm5rBaLQjotHe0UiwWISDSLFex8TvfZ0mWqKuqxhaN8RISW7Ysc53RzpKtDkRoEUGoPUEopiOpAlXeKowGmQen/oTrq+6lWdzMh5I38eeOT/HNv/ljNE3nyNwJRIOJ4Oo8odkETpsbk8lMMLBK5GiOvS4HmzMlGGznwuh5br75ZmRZoGP7COHa4zgc76v4qhjAGQgjCDAWTPA3aRtOgw9VLdNQnyAQCJGIlQmNn6G34zqmN6dpF0SUfJmqLh+t97yN5JFX2PtP/w1DNs/kN79DNpWlrakdn7eO2dnZ1+0rb8Imb0DtvOHt5CULBrWAtVCJjtKv4tRiZfKG1+CPisHJuh2rcA0YLmAqZol6m6iKzP9GU36tOVdS51+7/pXHQdSvBKGq+Gq8LBl8xKwNaHolS1MHNFUlsbrG6rKbZjmEmDfR0tBKwZpESDqRNROlUgGfrwaLbOUdM8NkRZHxyAQbb+5ixjhG84862f/TIRrv68HqdiJZDawEVrisFYnaLehuN/qrC5jO3U+kcAKjLYUsalS5XZhNBqr9TcTjEXQE6hpb8NT4OP9wkkv/nMVlr9hlejxVpFMJzCYjNpsVpVxGliUcDjs6Ep6qGmLBFURRolwq4/fXMzY6Tosth0P5JW+5KUt32zzxaCPLKyuMzhuwLVioGXaRMy/9L/bePDqSu7z7/VT1vrfULbW6te+jZaRZNZoZzb55tzEGGww2GOK8CQkXCAGy3BvyBt7A+yaQ5CaQkLwE29hgwDs2Zuzx7PtoFi2jfVerpVar97W6uur+0YOBJJjk3Jv3nsvlOafOqfp1VbWO/vj2U089z+fLwpkVxpNweF0j84U5lJSKbqGKQsGM1WFk8LUT5FdjZLMZZFnG7XZTWlKKbqMH7eE06768hct3vcao6QLhWAStCCUWHStrUYamlti9oYWLN5fIZjJFrEBBIZFKE43E2LBpM5l0hlw2Q80ffAr3u+5CV12F467b0Ks6srMzNDU1ElUV2nSb6A1tZEUM4cDGhDTIqQsnCIlOTiYcWOamsKgSm+0aJvJG9CefYoPqoGusgdP5fpZXw1jNRvKyRG35YZZDE5SXNjMTvIROa0drVLFarJhMJnw+HwsLC1RXVzM7O4fLVcqFS+fYtm0bqqpiNpm598EHMRpNSJkMFy9eZHV1lc2bt1JTU8u9J1cJWASebMhSphixo0OodBWZ3NEogYCfeHyFQKOC74EesvEC2otdtHeLlLld5LJZ/IsLqJFVEuVWrAUb6UyCWCiAKh9GI2uQCv2oagGdTkssHmM8dIO2HQ1MTs2j0Wg5dvImk3PjOG0ajr20SCqVxmq1MTo6Rj4joTNrSQ7LSIk8lnoRdCqtDTXYrUauWMaw6sxospDwx4lGImT0ORTZgMYkkDdpcVvKcLvLSKXSBAIBvN4KysrK2LixnD3mKVIBK/qFJJWPfYiXH/04BlSWT76K47Y7ib11Bb3WwPTUNNXV1dTW1nLlwrFfWDb5pZm3IAjVwJNABcVn+W+oqvrXgiCUAs8CdcAs8F5VVSO3rvkD4CNAAfi4qqo//o8K3q9SKIrCbEU7zYHL/IT591OGSXHSUrlV3gDeLmD/y8xaVUCbTVIWnCKvMaBXpOL6z4zH/3ynSXFdFIqZvqhRUQsyeq2KVqNHr3NRUIuEuIJSQFBVRFXG11TNxvwlyjxevN5yYrEY1nA9ggjLoSWam4ssiJYNdcQHUwj3WPhC3+/zuY9/ht7tfZy8fIYaaxVZi4sbC8PUBDZRKrRRN3+NB/+uk+aAiaCxmj9XYzjceUSDnrISS5H5rNOzujRH96ZepqYm6N3Zx7kLl7GYTDTWepkUNrJrh56zV4aw25PEoxGy2RRlLhepVBI5n6N9Ux+JWBiLwYyYU6m6XsVw4gbB4DL6N0TCoo1vR1v5/CdvZ9vjIusOv0Xv9p0kXl5hi2hHI4ucbs1h1qlMHb6C/GwGz406Xj3zEl6vF7fbTUVFBVqtFrkgIQgCtbW1LC8FGH3+FaZ0Ov7W8HneV/4+rh+7jsagI4eRbx8f5nPv3c1fvDDFVOcXEW6+gDT3RXp6ejh1+iwx/xKVNTUMDw0TjcXo+9GzzH34Y6ysLOF2OcjLEoJGS99/38f8s8dYW7NwxTNIepPK7Vd28rTjFRYW58lls6hM4y0USJY38N5uLxfOnmH8rS/Q4HLgKellocXPRzP3IJX4+PbC97nvriNc+odX8OhN2JrXqDSmyOrWiBg7URSFdCaFz+ejvb2diYkJ9Hotw8MDeL1erFYryWSSkakp/tI/RcGmoc6kp6enh3w+TyqVxTsVYXhvPdoyJ++yGUgrMq3fu4ZjRsecV0dsrJ/HVqL4NzSyWGFn4PwMsacfJbbty6x89Q/JtZ9Eqr9Bw9bnMZgU6gNOEomLFOR6CrYOFm5+lSqfl/jKGnqDjng8xmpmlf0P7sXtdvP3X/8Gf3z5Gga9mbauNgLTiwwMDNLX14ej1EleU8Ai6JmdmyLQqrKnvY09V60s1U6zGriBxmTn9riEX4XJ5REkSWF8coy6mgqcLgNWxYGakhn3j1NbUwuIWK0Wutd3MTAwwAM7nmYquI29pc/wZv8WFrQiPd/5a2pfiuD+7iTZzw9jbGxgaSmA3dpMKpWksqr6HXXl31PzloHfU1W1DegFPiYIQjvwOeCYqqrNwLFbx9z67CGgA7gN+Jog/AQS/f/PyOt0SFoTUBzOgVtlEQQEVURQhXe6/NZ16tvzOqZMDMlo/rms+tZZ/+o6jQBajYCgFCjksogUgCLVUNSKSFKevCyjEUGv12DQidhMeiKxGEajnkKhgMGoR1FlotEIPp8HV4mTnoMW7PXTjN0xzebKMn70o1eRFYnychfVjV5in8mzuOsk9a21dBnrKNWZyUZMfNnyJyT1Bf6y9suEKj8L2ihSNk06kUAjqEXuRypFMpPl4Yc/wNVr1xkfGyWbSdHR3o4lO0upVYuFJDZHCWVlLux2O0ajAZ1Wi0ajKZrRSjmknETtaCNaRUvLVAv3hZzsXdDywKyVpsEEBoOWTF5DX08bvkovuWyKyXkB2ShQMmFECBuwfKee/FjR9LampgZRFNmwYQMlJSUEg8GiSe3aGtFotDih6HKxuLhIVVUVR48epdTtYmpqinA4TMdvbWGi0s5D//X7XH7jMn3vvo8dH3kRo8kMooDNbicWizMxOcWW3/8kwU/+MZFIhFBoFa1Gg0YU0NlCjPkmkD5ZQ+kWG+vWteF2ufnf5a+wkPYzOT1NVW0der2RSCTBX2ypJZ1I4Pf7uee+e6lobafGX4lTshKpa+Di1nZcTVt49eU3uL9kA4dt6xgLetCIBRLWLnK5LA6HA32LAneukshHqaz00dbWhs1up1Ao8NxzzzE7O0t5TS1xOU9YlXFoNMQSCaxWG42NjVQuJGg/NUvr8zdwDPvJZrMEKszY0zI3Tx5l67VhLkdCrOmt7Hr+DNpglkDliyhxK+n6M6iTHehNS4wPwOqSDrX0qwj6CKnAKKa1k5S5SlAUhbW1IqTK6XSydetWvHVGcu43UBSFuro63GUujEYDjQ1FimMum+P8wCxhZF587VXeOHOKmViU/stDzJZcR9FIrKYFTs2lefnGTX5w/C0aGurQ6rS0ta3jve//AM0t3cwsLiNJEk6Hg9DqKkMzY+TUAq9Uf4+gssBaspam8tNcuVnBxf4l1ImbuK9eQx1ZolDpxDiSRFUVCrJMPB5nbm4Og8n0jprwSzNvVVUDQODWfkIQhBGgErgX2HvrtCeAE8Bnb61/V1XVHDAjCMIk0AOc/2Xf9asYNc3rSeusFESRgloE2oti8d+uFolUqD/T/idpTWiVHKLy04Gcnwj3TwZ7DPksa7ZqbJkogqAiiEJxylIUUQpKca5HVRGUAqIIGkUBRUYjSAiKiuaW2S1qcV9RFSwmEygFtIrCwswkWzZtoMztoiCnuX5zgN947INYbRZ0rz3KsH0zjbEdqOUHudrxPcbGnBx7602amhp5+pmn2dW3h4oKH9P6IcZXh5iYWaWgFJBYoMShZ+iPXmBfpBqHo414NMV3/+cLeDxu0hmJQ65HEEpEFutjvPTDo7zw8kvU1NayqbuTixfOsq93D6tLMxjlIGvRBHabBUEo2sqZzCbyskwiEcU/O0EkGSW2J4zXV0ksHicaqSX5ZgRLHm6aJf755SnC0TjNHdv4wXPf536NlelL47xxJob30D0YSaA3WOjde4Sbl08zNzfHoUOHePbZZ8lmszQ01rPkDxAMBslls1jMFubni9N8oeAqqXSajCJRV1fH+js3M6A5jV+awvqNR2m+509564kvUb9pnKENScx7annw2RZOL0+w/aEHUbeux3nsLeYkiZbGJoxGPalUmKZ9ZlY0xX6jjh0VnPrqKWrqanHabUSjUbTeTm4uhJEzeTwVlTjtdv7ub/6anTt3MjAwwMCNQdZ/toezp64zeOwVNpg+RpnbhS1XycjIGlWOci58KsikWs/9C01YoybOnDnDwmd/RCrWxNofBGj8wW8yePEm/qVFrDYrXq+Xnbvu48bwKt1v6qjS1JMnSklDGqNRIRwO019dSk23j7VqJ4WCjCzlqJ1PMF5rpsvcyeZLY7jRMTjiJzWzTI90FOXOI/iffBc1j53AUbrC3FQreWmeiupFLl44Qu1OGyklRYVioiRb/CHZuGkjqqpgTy7iKSwha0cRDTne9ZF1rI6VksupJNIxpFwOX2UF5VU+Zlck4nKK3/3tx5mYnOKF0VFKXBYythgrWTtmo0ifK8vFkRi15XqWgqepq9tNJLrGt596ipqqGu6+/U4sFguXLl5kmiiSU8dC1RqSEGT79r38zdM5Sks3kEolsJXqOf/f/p79d+xHfE8LL379CSyVNmKnE1TX1JDLZSkUZPL53Dtqy3+o20QQhDpgI3AR8NwS9p8IfPmt0yqBhZ+5bPHW2r+81+OCIFwRBOHKf+Rv+P9aVFQ3owiaWx0gPx//FhJ2sraXiZodROw+snrLz537U4u0om2ZXJCQb7VWKUoBKVfEXYoUN71WKPpT5rOIah6DTsSo1SAIKhpBQMplUWQZrSgiCqAVIbYWJBVfIxFexm3XE1qc4q4Dfcg6DRpRJbbhMVS1QN7TwJo6gU6wcvLkSUKrq+Ryubez0EQqQffMTpLDWRL5KeZXLrMcWKSvt4Gnv3OcZ55+k6e++RqSJOP1elAUlUwux4sLT2HQGUlHdbS0bcLr9VLidOB2lyIIAjqdnoX5mWI/rwC5XLZIuSsUEAWB8ooqxgevkUgUcZpNzc243G529e3CWlbCmeo8T5au0NLexvlLA1y8OsTw8BBqPkFSW8CQTmC0mkmnkqysrVHqLufU6y+Sy+XQ6XQsLCxgMpmwWq34/f6iW73BgCwXKC0tJRQKEY1G6e7uBlTsdhsGrQ7NfB6HWE6tuB6vs4TrZ7/B7/32YX7/vV8k4oTHj3XQ5arn/sYe5GofSnCtaCxgMRNeC5NYDZGLpxl8Ko/v2+Psv6LFY2pCVaC+rh5FBY3eXDShwILb2IgeI2NjY6gIlHuK3JVmTzP1uXvZVbYLCjIlsWuUyMuEgsu8wQpvVEaRKTAgjOKyluJyuVDCSzz6+udZdcxT/fkjvPnyCerq6tizdw8VFRW0tbVR6izgcct4nDIGyUOZuhFtoYRUKkVjYyMpr522Y1NUnZvBHs/SMBFhqlLPcJWGhMPGlXVN+Hs3M6nkcWRzvO5ykE5KNH30KtFwEqfTwerqKuFAKUe/3UVMiTPpmGbevcjw/E1WVlYYuHGD8gonVqeJeFZCVjUYInWIaTcvPznJzZvjrHv4FPl8nvGxMbo6u5DTGTZurKK7qgGj1kDX+i7uammmsrWLqGKgSp9geWaOtK2djx/ZTCRRoKriAKHVIJl0mnQijVbUEA6FKOTzHHDmeNgJBr2FuuUSNl7bQX5SIRBYYm1tDavVSiCwQjgcptRcyuVv/QCNKrIc8LO6ukJzcxPJZJKNGze8zcj/RfHv7jYRBMEKPAd8QlXV+DuAj/6tD/6Vcqmq+g3gG7fu/SvLNuk5cD+pQq7oEamKt3RaeLsEIgjCz/3HOqZPAJDTm8kYbMz5NpLXGtAU8piyMTyRWTSFAsZCUUx+winR6XSIogSqgl4sOr2rcgadqEHKp2/1fBfLChaTEVGjpaOyErUgUchlySVDZNNpnGUmdmzoZXpynGRwjjuP7CORSCDLeZ7/3kvEwmv42srI217FLTbiTrjx+WSisRADAwM88sijpFMSRr2RHd7NOEoO8MnvfQazxUxtTQlOh4V0Kk9tnY/FmWWOHx3grnt3MxrWcXDXHpT5RaRcB/4fFLB5l9m6dQuZRJSRkRFErZbFhVlSiTCTE2NU+rwkU1nsFhu5tMTO2+5FEAQmBi5hNBl538N3EAyuMj1zk8GBISZH1iHo7IS+Vc6zW29wz6MCoZUV9nS14px3MWJIYHuPCqYIS69MULDYGLt6DlSVfD6Pz+fD7/cXYVTxGBqthiNHjuD3+5mamGRxcRFRFEkkEhw7dgxVgKGBQdRCgW2bt3B75jDNzc38qOIk86EMbS0NnDp5kurvGnlDu8h2l4Fzs4MYtU2o6QzL/iXkXAaLp5zS/X24n38DOZQl+49GBj+yCXHXFiorh5AVGa1GQy6VRNE5MWoFnMO78YkC16dGkCSJcDiCwWzhM5/7HPJlicqYDrvdSiwapSDLMOGhdX47+gEjvz2/nR2fbCWujTM5cYGPbihFP3yMu4YfIOR1YjaZWAoscX3gOuFwmLvuugsls8LnHnQiqBnW0hf45uIorqCLakcdM5MztLY2863tFtxWPY4ZPwNCipBFz8LEOpavbONSiZ/6bIjozCwf39hCR0sT/TfO4nKVodPrmHthmA+cG8IuyUxZjRTu/xD2uINUKk3YGMdmc7C+qwGNfRaXvRxhRytPPfEq2zR9+DKb+cg9PpRClLRumjs3dlFqaGf+RAi5MU+9w1O0xouGMRgNdLe1odcbOSbt4p8TZv6483mUxBVyle9l/9Z23tSUoOl1gaTlSGMTV69eZTkQQPSPsbG8gM5W4MM6G6/NpQiupshms/T29nLlymUuvDVFTerPEExPYD0mc9fYNgZvCxAOR5mYmiKeSLC+az3B1SAmi4V3in9X5i0Igo6icD+tqurzt5ZXBEHw3vrcCwRvrS8CP1tprwKW/j3f86sWZqujKKz57NtlkHcyEP7ZMEhpnMkVWhbO0zp3DnsyiKQzM1ndw2TNVvS59NslFVEUUJQCeSmHKKgU5DyylENQVQqyhEGvxWo24vO4qav20ljjpa2hklKDSmhuFH0hQYXLQY2vHJ/XQ2trC4dvO0JjSxOv/+Br2Eb+lD///U/hn5/j05/6FI/c81toBC0JYYHtX67A4ynn7rvvprW1lVxOYseOncXJvaCJQkFBK+swGE3IioJcyFPu8SDlJaxWC7Nzs8TjSRr3HeR3JlfwVFRiq54HTQZ3TYH2rk3YnaVksxnyksTozQHSqTRNDQ3kOrLIzgJmowW9wQQqjN24gKfCi9ViY2ZmhnPnzuF0Ohkbm8TtBNIQwQAAIABJREFUiYJqYaS3H0vEw/zBeqxmE4rVwZTewPZYCXGDhBQUcdvMaMxWotEoJpOJfD5PPp/HYrGwvLxMRUUFVquV+fl5rly5gqIo+Cq8AGQyxQ6UdDqFQa+nqqqKnTt3YjabefXVVxkMT6CKBZKpFK3r2qiurWP77t0k652MJ1aQRkbR1FYiy3kcTgc1tx/E5J8jai+wUibQ9uAhxK3rUWcXiSdiRY/QVKrIxw5NUWc3o9flSasK/vDLODUKZouJe+67F1WAs6l/ZKBpAZerlLvvvhuj0UgmJpMTMuh0BpSMBkVV0Ov1WG1WLILMpYSBqqY2SkpKsNls+AN+Ojo62LWrj/b2djSiyOkbK+h1Wt5angMRAq4AkZU8yaAWVRWIx+PMLvt5Zvgszx99jWsjPhZPlaOkTCTVuzC1NmI5tJ++vl14PB4ymSzXrl1DykuIgshsuROnKlC2sRtVUTGZTKyFw9y4cYPFxUXyeQlVUMlmcphsGtata2VoaIjLF85RCC8hrazhnNjNqVenmHk6SGFeoSxVjstVisFkxGyzYistIZHKoKDiFRJ80L3KYK6cV0dSrKZSpJJJqnUmtKY8lpU8c3NzNDY2srS4SMrooDo8Sll0hmlsaEWBqalJVleD9PdfJhaLUpP6E5IlL1ORexjtkoDg1mNa1qEzGBBEkanpacbGRzl+/BhjI8PvqBG/lCooFFXmCSCsquonfmb9fwBrqqp+SRCEzwGlqqp+RhCEDuAZinVuH8WXmc3qO1gh/6pm3n13PEzX9iMArNprcKRC6OUcxcz7JxZov/w+RYEW33YqmaneQu1c8RWCRqMpOnprRFQ5B4U8hVyKTDKOIqVob2mkxldOY0MdX/vyt3D6d1J/d4CV6CIajYatW7cyMDBAY2Mjfr+fhfk5/Mt+tmztYSW4wp9tfo2liAIaA/80upNjJy5SyMu8UvtVDMkcqsfO9yYyXDI7qd9i4MD9Kl/41Odp7mjm05/8GP4lP5//0y/znsfvQZYlbMY4P3juNTSCgfc/tJtCQeX5H17G/97fIKso9JlNbFBkHIqMP7jIu2pfQSpoeXHiCIqicP3yaVRZZvqOMbRrekSXBpPeQuvZDm5cv4LZbEYpgLncScn7NrD09TPs232AhoYGgstBbDYb4e0NCKEYutEVzAY9L7/4AkajgcGhAbwVXioqKpgJBEg0d3HQLGCxWHjr6AnUvEilpYF8UiWpXSVViOOuchQRqZks2VSaXC6H0WAgm8lSUPI47Hba2tpQAYvFTLmvnO8sr+E2JvjQ1tuYni1CriIrN5gcfhODTofRaMD48HsY/cKfU7q+jYo//DSD77ofVYXm1rvwT5qoKOslaz2LyxkiGFrFaDRSX1/Phu5u+vv7Oano0YzeoGrqMjlFQScI/MXRy5w/d45sOsn83CynT77Fu9/9bp568hke/sCjDByfpknbwLbHtjN4YYhUKEwqFKb70f0MDAwwNzdHVU0N42OjbN6yheWlRe6++x5mZqbJZiUkKU9paSkms5lLQ5fRGXXMfr8Kd40B0ZSh7jNXEB2w+ryBS0enqajwUtO0iVwqjcOSR6PRcPb8eew2J6VuF1t7tlFVVc3Ssh+TTs+pHz7P2swIW+98kH/+7vMYjUaqm33Mrl1G70wiFzLUVdWj0ehIx1QKCQuaTBmRcJQD7TWU2ky80D+NLGVxOF089uEjxJMZLI4mFEQyskJeUUmurZHLZBkbHSWXzZFOJ3CVuojHo5iMRlpbmrHZ7MzNzVEoFDAajYyPj7O4uEhNTQ1er5d4PE4qlaayupq1tRDX5kM4HSXkV2aQbt6Hed1x7mrZjkmQ0GfOkKhoonBTIKnmmFZjzOXXWFleYnq0//8WVXAn8EFgvyAI129tdwBfAg4JgjABHLp1jKqqw8D3gJvA68DH3km4f5XDV/dT2zNHeoWYxYOq8nap49+Kn3XH+clWPC52iUhGKzmD7e06L4CUTaPKOUrMWiw6mcpSE3fu68U/OYzHacGgUTl1/BiGse24wjsZedHI8mIQSZLw+/3o9Xr6+/v55j9/k0vnvsfN0RF8VdVs37mHS8temj0izwTuJ50T0QpF/vjan3oR9GakJiuaFjsZrYDFoSIIBlRF5eHffC85s0xlZw3paAadYqKpuZVnnjvFow8f5oMfOIDVaqQgCyiSymca63DqdHy4qZ7OqmocNhMt1iAyZs5PuTlYdwKjJs/m3r1s6N3LYf+DaKu0eHLVtJxdTzIWprqmhlQmS3lzFZ7P7cGxu551f3QHRqOJkZExHjBWsk+y0DSVQLowRq3Pi9Gow26z4K0op1CQiUQieL1epGQS+RZ3e/jaKE25nXQU9uNI1GDI26nLbaUtvw/tUhnxUJL29nbq6+vJ5/NFtrnVhMNmI5fLYDQa6O3tIRIJMzE2RTavpVRMsLDgobPZhskgUObtpKurk9bWZpLxCNf/+P+g88l/pOT2g2SXl3nPbRnWtyrMz8VpzDbjnA0gJN243C42b96MwWDgrTfeIJtOE49GCSfTpAN+RDmHUUqzbv9dRKNRjs/M8b1L/QSW/IRCIc6fP099fSPJZIq7Nx5hj2Mn1398jfhykO0f2MuGh/YTuOanoECZpwJEAY1eSzIeY2lpieXlACdOnCAeT2Aymejv7yedzCDqBKZbx2m+PU1wLoutYYXwNQlBhGwmDaJKPi9hFBOsBkYoKSnh0qVLRc/PdPFHcHZ2lrm5OcZGRhkfG8O2dJ3e3ASjJ39IbW0tHd0tTOdeQDWEqSptx6G0UW3tQ006iSSD+LOXmF29jkYjYKzfgF/0UFVVze099Wyp05NMnyGZ+j30hhyiTkDK58mk06i3fFjLy8pxuV20trYWfxg3bGBhfp5AIMDs7CyZTIbJyUlKSkredjvyeDzFJ4zZWXR6HaIokFWgatNuLA1ddHRvxL7px9hcWjQNBSrzZzC5yqlfmyJhVHEIBoZWphkdHSEYeOeCxb+n2+QMv5gxeuAXXPNF4Iu/7N6/6uH21ry9r5dzrJTUIwtaPOGpf3Xuz4q1KIr/Qtx/On05WbmF8rET1FVYmBobZGR8lObWFgqpHP1nB2hra2MxlWJy8DJul5OrTwXQ+nK42nU03hejMH+Zxx/vYS1ezcmTJ5nWDBKunUcij1aMoKgKJeYE//WLx2hrq2ZwsJY/+5PfJRR8k6GhIbyVPvI5ieqzboTb3JhWcjg++Qrva72dTSmh6JEoCgQWglw6fZVD9x9Gp9djNFuoqKxi4+Yemjvv41vf/CYD16+xtWcrHd2baTYZ+J3D23jTCFapQFLjQbNWR+/IQ3RXtjE6byEaWuPylX7qmxu4uDdGXKpE80KQrBqltq4ei1ZHqauMsbFxap4ZR2krY+e6NTR91/HJAgx3YRd1FPJ5zEYDw4PX6b98hfnFWQxGIz09PczOzfP666/jcDioEIHRBqprFDI9y2zYsIFXX32Vjo4Ohocv4nA4KERTlMXraT33btL2ZXItMXw+H/F4HFmSCYVCxBNxvvvd7xKJxrBYrbi6yrEFHVwZ/WtKrQ/jnx5icuwS8WiEQkGmpGETvtJahh75EJ3PPIFtZQin28imWg9Yeym8doJd5v08kd3P629+lN6eDnwH72DXl/6Gxe89yYcfewz/C6/i3byFUtftdG/Zjc1ZxutTfo7nRIwONyUalfs+9lFkucA9PfuYnZ5jJjBP3qsQnQ0gaiC0lMRY20n82A2yrjhr4TDOknJ8vkquXnQgSY2suQuM/nEFpd8IcubMGTZt2kwgEGCxaY5g+TLahqsY2h5k6Mp6+hx27pDv48n8Uzz0nn10lbUxl55nenKSM2fOYLXZyGQyRCIRWtvbmJ6ewVlSit1i5fKVi4zOS7zbaaJQ3kwg9yxrgTr2tn6Wa/1X6d5ygPn8HJkQxGZN3L3/E7z80ktY3Fqi2iFGxxoQFB31XifpuB+jQUcinAW9BkWx3QKLOSAaZzIwRTwe58Rbx9mwsZt0Mkl5eTmnT52gIMt0dnaQz+dZIMr23X2kU2lSqRQNDQ2MjIzg8Xio63uc/rFGjp9S6d44hFYXR85luHDmNOvWtXHbkTuwHH+Kpd53Y10YYWb9QTrOP8clSyMesYKslCSrFUjGfrG+/HrC8j8xtu5/19v7qgpl4TlSxhK0Sr5otADFVsF/kWXDT40VRFQMOhGNnGOyeR89V75CsylGMhSg0lPC/u7bqZ99D+tq11HarPLhxz6CIGoZvTlF7ZUWokoSuZDihniGDFFCuWF2dWwj/48LPHish7X1OtSEhQMt9+KLuPD8wxvY3v059pZnycUz/J9f+QibN3XS0NjIgQMHOHj4EO975IPE6nPoEhpSu7JEvAVkYw1eXQwkLb7qKr72599g2R/k6a8/w9de+jvKK92oqkrf9h0UCgqtbe08/MijNDW3kMjluNnTyu5ghsZQivJAhO6cSGkgzLGzuxlbqMZY1kLP9q3EojEyqTQRW5b8Whr3jIrdYcNksZPJ5jAYDKiIbOvaQmJ8laURA576KJmIm3N+K/EqF76KcuZnp5gcG0HKZQGVglwgGFojl82xefNmPNNbESMyN9fHiCxeJplMMjU1RUNDA4lElNnpEdRCjkh4GaMFdovvx5rxcn3tBMupOaKRKCUlJbfKUUssLi7iq6qirK0Tp5RlfmKMd73rXWzf2skzT/0DNquZcFpivuv3ENfGWItLrK37APqnv0T44hjaO/6QiTEdneMSh619fCLYTZdhlQnrg5QKU1htMqIqUpgY4lIoSmLgGnfcfhtzS1H+6upBllNW3rpWwvu9a5jGz5NemEan1WIwGrDojVy5dp3G9nVU9VZyIzBEx9YeRn54jkD/daoPdxGWXsRgjhBb3k/Mfx+/2f4XlFvmuKA2EmiOsD5Sxrq6ZmamZnE4HJQEXeyUdhO9FiEZqyYvGenYkGBmeoZyu4eeyi5kWabSXMFSaplQKETf7t28//0P8+JLLzMxOUlf3y7m5uYIrgQQBNAbLfSbl1nRXEG/2EujbwNbrr3A+tgUlslLlO27l0y2iYErBxDEm3zo4XNs3ximrnQ3Mwk/I8mX6Ky+h0A0xyvHLtDadoRMZj9Wqx2T2UI6k8VsNhIMLDM1NUXX+vVMTk0Q/fpt+E8Pss7hw2q1EovFmJmbw1ldzskXf0wkUkQFQBHEVSgUGO//Ec13bMNmTLKzchJjLsnpqg+wy1LsUlnyL9KZX8U+P8j8+gOoiRTGWJB4WQvX+q+SSiRJJMLksqlfg6n+34ifE+VbuuyJTDNe0/tvnFvs+xZ+wiVRVMx6I6KioEgZBuv3URO5xm92x2h15jn6xo9ZmJ8nFIyhNYE05+La9QG++N++xJtvHWdweAREgWrPJoKeafK6PJTmaVvXxvT8NDVLLtBpmJuZpZCAwSfeJD4dIJPJky5A/bpKHnt0OxqNyvLyMnlZZnR8HLvTyeKSv9iauEfl6DN/hHY5QvliP2LKiiDo2LxzE3/zzF+ypW8zf/q1P0GnFdGKGrSihnQ6jU6vp6y8HEnKYzabEe89wKZrM8iyjKIo2O12ZFnG6XSiGAtYjKXUNfhIp3Po9HoEjYbq01B5NEcqnUYQNcRicaLRGCaTmY6ODgYGB4nEEvRfu87Emb00ln6KTCZDaHUVKZthemqaxYV58lKOeDyBwWDEZrXR1tZGlaeWuNlP1D2KYjAhGExoNCLxWJTZmWkW5uYwGfSoSgG3u4zl2CJBywQpYY3b5vVU6NyUlZWTTCaZmZkhmUwiCEKRQW20MjlchDKhKly4cBZhwoahYGK54jCqRodmbQx96AZ5cwV79h1k3+Hb+KeWGozrWrkSucHX5v6ZL/hWOZ2poj3zB9x/uJ3xo6+hXHoLu83G+FqMPTt6GRoawmo2YDep6LQazDqZH002sRJYIhZZQ5BlFEViYHIYQS/cEqY45eUVOHxWet53hO0fuo0bV/vJJ0sxGkrJR+vYVv5X/P01MzpBxzbpFIeeKWHy3CCLs8Ue923btiHlJXK5DJt2meneksLpvsmx4Se5eOX7jM1OcH7hGnaDlQsL/UxOTtLX10coFOLa1WvUVdewd8Nuent7CYVWmZgYp3DrfQ/mONqlThxVnyQwq6IYTYS79iKX+hBf+FtuXA8TCYu8+aNN/MVXHaxFGpmZ9XL71sdZX70PX2UZ+/fvx+utwGazYbfZUAFREDEa9Cj5AlarFYPBwNGjPybTVkrOH0b8/CFURcFmszI3N8d7H3iAezbtY/fu3eh0Ovx+PzMzM1RWVlJbW0tJSQnitWc5GP2fxAev8l3Xw2gUmR83/jaemlompycYNbhRNRp8o2dpGnyNePed1Nc1UuIsQaPVofySN4G/zrz/k8JT1ci6Tbt/uqD+1DrBE55lqGE3YXsl5vgqqgyKUuSKCKqCxWAgn0mg1WqZqdtGwNdFW9cVrnQucnAsytmJKJ//0ldQUDE4CsxrzuHZYSKS9jA4cJbqSi8GnYDSVE4ulKGhrpXejduYvjjB0MAgWqse8weq+bryHBt3byUdTZE4M4HdU4LwzHfp0Psxqhl6e3u5fv06TU1NDN0cxuP1UO4pRxA05PN5VleWGD/1Mt3b3sP44CzfffY5VldD5PMSdfW1NHU0UOJyYNQbEAUBnU6HyWQiEolQKBSQcllyuRw3q0rYlP/J4JKKJEkYDAYEQaCkzsb0PY1sKhi5ev0GZquZZCZNPB5Dp9NRVVNDc+s6FvwB9u7fx6kzZ/nY7/wOZeUe0qkMXq8Pm62MCxM1aEx1rEyf4urlC5w/fwaDVkMiGSedyVDh9bJv3yGGrg6hXvORrJlgYWEewVGK5KuF+Sna29sJhVaRcxnKyzzkpTxGk5nurg1cHniG9dP9RIU8G2c1XPemsdmszM7O0r1hI8FgkILRzKTBQZdFh9frxVdRzsrcMv6BIO46JzFrGXlnM6qxhEj7B1E1BmJnn2DHjj5ernThTqZwTs+RzKYYi59HmvlHfN4K+q9fw9+Qg2gev8XDcibHbxzaw/DgEG6Xk/9yp4tjNw18YttVmHue2ZlZXC43JoOJuvpGEokUTksJJ06d5srls2iFo1y+fIWde+/FYtXTrM4SF1pZXdaRTFSxkOjlw+3HMergh/1fIJscJRafLU41bulheHiYifExZhf7qW7KUVqWw203MR4ZxKUxs6n7ICurIb7+nb+nwuehUCggCAImsxlbyow8Ukooeo3T379ENjZOVUc74UiYui4HjeoWRMNjRBSRuL2D+r4qSsYvcqW8m2Gtm7GJV8D+HQ5+dpjBoxHWd3+IyqpaZFnGKlbyzNk/pFzfjrfcw9J8iLmZebQmPXNzczhsDmxWG2azmZbmdbS2d1CultAZ11N1M82H3rNKKmkgmdATDAbJ5/PE43FyuRw1NTXEYjGGhoZQVRWFArXJNWqTYbr1KmZrhPyVZ3DNHiUUmKZ7Yyc/vjFKye67KXibSFR3sxwIcOrkcZr+y6epPHg3mdErBJfmfmHm/Wvx/k+Klq4dVDV23Dr6WVsEEVUVsCeKrX+r7iayZgd6RUKrMyDqRBKqQLyyDX95G3adwCHzCi/XTuLNmBiQTMQuL7C2FuLQrntZOWFj2bidJ56vZSG4DrN9Lwujf0s8FsNgV1jVTFPV6ubSpYsEAwuk0ymCoVVWQyGSqRRvvvkmu979CAa7juUf93Pftx/D5CpQX7UOVSk+NSiqSm1DPZ6KChKJNJFwhGg0SjQWR+tpoqW1nYIEy6tB6uqKZDhPRcXbL2d/dsBIFMW3QfoCoCgFlu1GvME4oigiiyKjZRYsq8UWPbvezKoW6iWBUlcp8burqKnwoawmqa+rp7Kqmj179vHEU0+yZ89eUqk0d915NwoqJ06eJBaPIjjv47m3YC6oJRBSIXaOze29rIWXSSYTOEpcWO12FEXAlqiEjJ7B5mry7Yeoi48TM9vZWKrBYtawtrzGnkCANbOZHAIaUUtnZyfBuBWh5witAyNM29yk2jTMz8+xvquLWCxedN0pLSNhsmMJLpJOp9nY1YXeqKV5Sy2dGzoZOvF9tCWVYPGQNlVgGH+VIxtrSUkS1XMLxIZuoo9GyGTTSLk8oiAiWrWM5xdZ3qglSppCvgpXLExtiYPl5WWam5u5du0Kv3F7BaePHyUei2OzWVEUBY+5gsO7DzEwMMy6jk5OnD5NT/cNyt0JShwZZGEjSn6EnlEdb2TDLM4v0tmtRUpVk8gYEYU8GaeelbXjJD6/h9KlPFZVTzabRRBVUIxs23IInaaMvGSg2tpGZ+sOllZCKIqK3WJmc3QXc/lpMvk0DquN+VdKcO/O4p+ZQs4o5JUMi+kxEqlp0pZlPlxZj0kRuZHzUJt9nc09baw4anjj2HHMZhPr73Lw7r+tpLTaQMO2Upr0exkbGyedSZPN5ZiNnOfQ1ocxGfVM3wzRVrUbnVlGknOoCGQy2WLmrdMxMTmPxWxCK6lE5sdpXZdmXUeUS+fNeL1eastK2J8ZYU3vxOAoDpF1dnaSSCSwO22sCSLbrGHO6G0E0zmioWX0GliYX+DRRx7h5PGTtKzbyKC/hTJ7Hm95KVWbtuKvaMQgZ+m2aTh74uivxft/ddzx/k+j1RZNBlAEUDX8BPiqCCCqeUyRAL5kAGdihTwF0OtJShkSoUW6jDHaC3NoJi4w0X+GmuwwFcGbeK8aCE8O4lu8TiRwiFMhH63mGXbuHuTgnlU8jitc6DeSS46ya3cvB2pkapQpykwqD/zG73HgwAFGR0eZnZ1l586d3Pn+x1nN6VhzeNC220mILxLODuMpbaLMWU+JqwyjyUhBVhEQyKSzOJwOIpEIi4uLPH7gISxZDa1CGevv6sPn8xUNG6prAdBqtW/X8mVZfvuFrCiKaLUiOp2O0RIjbakCiqLQ77OTMupoTBcoFAosaVQmykw0R3LoLAb8rhw+YwmugoX6ugb+txrIyQqP9eyirKyc2to6HA4nP7z4A4xesNfpeGDnVjyOIBZ1gDu2KnisPkam+ulu6eGjD32OCf8gpaUuBocHsQdbWKyViGgkzFOnWW66DU94nMNikLsjY/QO+NEgcHAliN7uJFddz8zsArs6P4vB7CCwpYJlZwKNBiKJVTRaPY2NzWTTLmZdXjx5J9pokq/81Rf5p3/4Okv+JSZOXSU2ssjGgzsxrd2k01WgKtzPlz/xMAvziySiETShVQ5v2EgwuIwiF/A21hGrqyYIOIMJoj6VnYE6wktL3NbWhN+/RCaTYUtPD8uBAIsL80xOjlNQFaYnJ7HZ7bx/0k7y5AzuVDmmXbVkU4NUuGcJrbmxWLKsRWpYqFtg60Ipxt1F/81IZA1Vex1DhYmhtSgmXx65u4ZIlQ7FaeKpgw8x1tGBY2SIpcFB9u6+A6vJjcvlpsJTidFsxWQ2Ixdkeq/tQFYkOtPdtNg6qT7sI74UQZ53UGt4jnzo8xx5fyv989/GYLQg6ePsdLQzu7oMmhGOn/4hZpOZeDzB7OwsBoOBXFDPzMw0LX1lFGZL6ZY1bPGlyOudaMyl3N77CWStnW996wkM1XdTbhCoa7NTUVHBWjhCOBzB6XQyPDSEIefntw5XsZReZNNWCZstgahR6Gy/h6XJJbYtnqB9uR+fRYu8/gDirU6aeCJJtuo76GrO88JomIwrTHA+jbukElkusKGzi//+jeNE1XWsxsxYnOtwmtMYtUk0+TxRqxNZUcmNXufq+eO/rnn/rwyNVofRaEX4mYy7ONKuvL0hKFhMevKZBMgpjNFFfPkV5m7Mclb3AFu7mrhtZw9VdgvdHQ20us6wsfMNQjM/oksTZyQpQclpltaMVO/MksrGmZ3XE42EMZT/Ce/58P+goboKW0UjakEhlCgQDhdtqSRJoq+vr2jg6tAgRudpc8g4hCzzN6xkEw4Gr6yyGAgUM2eKzJTgyipWixm9Xk8+n6e6upqFVBBjTEHRCCTDUSwWC16vj3Q6jV6vR6/X3xplF9Dri6ArURTJ5/Nv79tlFc2tkkrMpMObKVrDqapK1KxDLxefAORMns2LTkpTegz1NVz0WvmYrpKXxThHZ8c4e+Ycg4NDzC0sUG1ah8koUmmpZmpmgqryGOXWRVzGco5feoW8kuHmzDWiyVVsNisWm+WWhZbASvtubPk42W0PI9VsZjln5QfWVk6XVfKi3UmzJPEVo5kfJDOUlZXT1NjI2NLzGPUOro6+QI4kmajE+973Ptrb2ykrc2GzVCIJEmVKGUcOvYv5iTEahDwGFOpUB4bFFBtq1+EqdfPYww9x9x37GRm5SX21m/u3RDi0ZyNGo4lIOEI6lWbA8hCS8lEszk+j7vgyza9lmRcstDss+Hy+YpmmoBCJRGhuaWFqeoqDNjfvHV6htbUVncHAjV316AtpfL/fRyCwzLnzq1y+vg2tNsbQ2H50Wiu+tS4uV8eRpTxroTX8fj93lZ9BkYJs3bqRpnIftSsCvlUd4ScvsPfEGYJ6LcGbIxgMBi5fvozRaEQUNWh0GnJyDkEjkEjGWLIGMEeNaJvMqEeKL/Ab7yhjbtjFxPhX2PdbETpu70IsVKKoMUwGG7MRWDZaCCz7uePIbVT5fChK4Rbp0YPJZGHpokD2Uj3a8XWUCqtEtdWst/qxKUEmUzGunzlJqOFTTOWtfC3sIRQKkUlnMJvMKIpSbBdUVR7e38rCSoxyWwNTE90YjBmGB0o4d9aP2e2j39nFTOUWMrf9DmVlZTQXwnQ6prmt9XsYIttBAVFQsbcFMXu8LPqXyGcl9DotmkIEQVrFoPgp11yjypVFoxXJ5ZK0L97AeeXHnD59+p115teZ9//z0bP/ASpqmlFQUAQFRVRRBPWWgBf9bURJQlPIoUcil1qj3GkgHg4QiOsJujfzSJmfnniObWUe2isqmVSGKale5eDm76BU1BGfGcO75yBzkWpuTjp58a1MgXi+AAAgAElEQVTtPHznNA31dRw776OzcZGZ6UssxWS+/cYAizGZ2ppqrl+/zsd/93fZuGEDsizz+qs/RC+nqXY7CKclJtVOKL2Tj9y5HYfDTji8xv/F3ptHuXFfd76fKlRh37cGutH73mySzX0TRYmUREnUZm2OLVvybsWJHcfxyzgez4vjsSeOYyexJ7HjVd5iW5Yly9pFURJJiftONpvsfQF6B9BAYy+gUPMHulv0OxPnzHsen/Pm6J5TpxtLAd2owv3d+t7v/X5BY2CgH51OxO3xsJhaxOv14vF4KEpAg4OwlsBity25rBsryXbJYUYQBIxGI1AZKoIKfAJaRe0tU+TFWiuTZpmiTmBjvEDcamTEY6E+V6Y9lquIcokCclmHmlaoMtpoKko8mr2CRZT45rq9dHatoqm5hUMv7se2mOOB61fRrMlYsyqiaOCVo4fRY2BN6ybesfv9HDzxApvX7uH1k8+RzqYxmcxkSzayvjfJ1d1JpqoL5e/20WRWsbm8HDI14za7OaPbjnNTNYlEkpmZGfR6PTp9Bp1tnPXre0AsMXo6xnX71rN69RokScLl0zgfjuGIjvGeh3Zy8effw1pIEXQ6WRBMlLvzOF0HcTsj9I8foH9ugc1dXewQ/jNeaZJ68U3UfJSXxgUW2j+N7sAnMcy+wGLfz7Anxylv/Srp4kluamnh6aefpmtVN+3tHUxOT3Hq1Ek2n+znQCzCMUHhi1Nlmh1ulBtWU/fBfQyFJzn45pvcetPNBAP15PKd2KxWYvE5imqei8Yh7Hov85EEu73HqK/S4yyOI0k6XHXrsVstjD51mJ1rN2IaGWXL6VOYRLju+p2EI5NIehmf309JKROdMJCY0WMzBqi6XmQ8OIrYWmQuNsMTTzzB8PBV9nQcJNcxw3B2gXC7n47Nu3AXg6BTqa5zsGbrm9zxcJGWUISjR8xogoDP5+Xe++9lfnGUrrptzPYV2N1upjfXiF1MMZG10mGLcrT3Ck8t3Mr14hGum/wVGxYP8p3FmxBmBtmwsR2LzUIsOk8sNk/vdJGBeZXXjlxkSmtnMbGLKk8AyZjl8sVRqlo6+dejA1weGafnzW9hmhsiZyig1w9z+Gw1xDczHVPwbHsX+jUBfD4Pyb4pwuPjfPGzH2d+7BglRx+tnVZ8Jj+KWgadgCDqcHrcGHQy504cfLvy/kNGdWMnZTTKAiubxpJV2ZK2iUkWQc0QlyeZz0doqA0Qn5vkk+/ZyA92nGaHwUjUKjPs0GNTNW5s/Se6CwfJTE5S7fSSqF2D2+Ogo2GS/lE/n3u0D0GASHgaqzGDlu9lV9M2tjVsoFDIUx2sYmJ8jKKiUFQKnD51kupggE0bNvDAAw9w7vw5Xnj6V/hrG3EYtRVpzaamJux2O2vWrKG1tZViqVJxS5KEyWRaEaNatgEzLI35QqVyVlV1ZRMEAWlJtnUZOhGXnntbJINU1iiIAqe8Zo77jMSMEm5NwGjUI8kSBoNhRYBKLavoJB2bDQ4eNdVU3lMQsNlsbD7QS91zJ5g7EMEQsrPwrRfQ/eMT7GjsZOue9azv3MGVsUv88UOfYzoaplRW8fq8OJ1OzNgI93ipH3yGLXM/4u73vZM1a9ZwXXMDAVmCgVo0QWV8fIxkMoHVagE0JicnOXX6FK8ffI2+3qsopDh96gxQoY+llRKm9CxWewqb2037vvsQfdW07r4N+54Um9bEiNl7SJnvRSoXWK07jqjTUxRcTFneyVw+SMgyiVrjRyxaiHxKZvJeDeuaL1Jq/iwg4pI0xsbGsFisWCxWbDYb3d3dDPZfpapUpi+d5H2ajZRRotFgYc2aHrK5PPHEAhPjYdKpFGfOnFnaTmMw6IkvxDBaJepDDfT0rGfCcAOprEbcsQ99w62AwMLCAplMhku9F1GKeQLBADuv34ndbmfjhg0MXu0nl8kweA5KClTViciynlTMQKlUIp/PYzQaMRqN6Io5rKkpXIkxcu/qoRjqpbxmCGVfB9MLw5w4eQxPQKasljEHwOV2EgwGqKqq4uT5yrCQoigUiyXyxSLmxRMsCFV4xTiFokYyPVdR5pTLFLWKVLKTAon4DKVyEVEEi81MOptekkAO4l/zAA2hdkw2iaJFo75LQ6erNO17enoQRZHMrocpl0rYRlKcmPsERnMVdosHKWknf2CO1IkwQ785jdPpYFVXF68dOEBSWcC0Mc9Fw36i4gSSpFuiupYpFYs0NTT+zjzzH47H/yHi/7Tx+A98/sdLvy036jQETURccpXUVI3pvmPMmafY8ZHdmEwG1o1U4XTZsJj0tDQ389GPfIitazfy3pvvYLiUxe1yMvrlz6Nm0uQ3tPLtW5/mtisdtNtvIxy/iV8fqKdQ1ON3XGV1/SvctO4GOuL1qGKZR3/zSWSdyGQkgtFo5O6770ZRKiYCGzZsYHx8HLvDQai+kXw2i8Fg4NixYywuLvLoo48SmQ1zz90/ZCYs0Hvl48iyvMIKMRqNZLNZytdI2ApLkreCIKwkcGAFPql4cgLXSOGqqro0/l9e+ujecgK61h5u+XWKxeLK+5W1ypcp9rXHKBy7iPdnf4fJZCKXyyEIAhPj44yPj3GD7GT6H37EhQ/swGlxc/jY68Si85jMRnLZLNFYiqbS7Zy8L80frV3NmJRHU4qsXZAZeP0EalzPqYAdw+QwPU5TBa+/epW1a9ey23wTmWKJk5PnGBk5iWwp0/SXq9FS0Bpr5+XTk6y5bMDSqKfz4VUMDfSzfetWzg99iysX3azuWMMtt1amQX/y059iNBpxlX/Oov49bHO+xIXcrfQPjHNqYY6C4+OYzn+CZC6JUraR7txI0P0+auSfYZ2cw+ly88ILL1FTU8N9Dz5AU0M9pw6/wTueOcIVFOrtbg5uamPnGh/6WIGLDd1Mjk7S+/NfULehBy2bI9c3St3Dd3Du4iVk2cSHPvQxBEGEsWk6Ihnm3EbM2RKSUU9/u5fe3l48Hg+/+MXPqaryUyoVWbVqFd3dFT73S88c448eegeKmiIVMzI5rGEwCvirRX76N49RyqmsWZOi2zXFK1N59vk1zgW3kb5lB07RxNwzB3hj+vt86MYvMTx5mb5Tk1itVmZm59jQYiScNLNgGuCduz/D3EyUmbHTbA9dwmyQsHs28GqkirNzx5jUn8Bw6jqiq/6KQCnOtOShY/jLjISH+JuvfA1ZlpFQKA0fRImNQ9NeplISg/l2+o7+ilt3OVjd3U5p9ghFLcjB43FsNhuCppF/8deY/QEyk2E87/oAyWSC9evW8cwzzzA8OIjVbMJo0lPl82Ew6ZH1Bi4ZD7Mp6+QjA0nkksKJ3e8i3tAJCDjMNh66/8b/T+Pxb8f/YqgIlLUKs6RitiAiIKCWVLSihqiWWYzPUrqcwCVY8MfMNNbXcqX3MvFoDKvFylwmxaXxYcJiRfNh4jdPIsxMIs9MUtPUSXASDtf1MxsdIB07zEN7X+Wenc9w0+ZL7LlpDwu6RSKLU7wyfpDOjg6q/H5uvvlmmpubuTx4hTe3plaElqqrqzkWHubbLz2J1+vF5XKhqiXsdivf+befcNPuH+B1O9h1m8SPnniKicj4Cl6tqiqSJCFJ0oqJ8m97Zr4lwlUqlSrj4+XySrK+dqp0+TWgAq8Iwltdg2s584ryloOQbum9JVGkcOoy/u99AVmWMZvNyLKMXq9neHiYlpY2jLu34P2Lh3nkzgDvfCiFx1+FsMQ9LxZLGGQDmlGl7kqR1tky5okEuadPcvLXL1NWQBjyUz07TKq+lenpaS5cuMDWrVtobW7h8vwCVr3M2NgpNCWHbYOb/EQawSLQ2NrOrFHEXJYwGyYYH3iJkydO8OqrP8WcmSKu+bjY24fZbEYnSZw9e5a+vj6mdD5GIkM8eXUd0zMJRkZGyI+MUjLEkTUddtFKcs027PEZisYYVWWhYnIwPQ2A2+PhjTfeQNPg3NXLnG7wU1fW8cSmOuyNRgyzeZQ1LXRHLhPQprknX8SuFMlfHUdTiox89ymMhRzl1orXk1pW6B5PM74qQKTJw0CHDymnsPb8FC6XC6NdoGtdHSaLnq2xOuQzC5TLFd60z9OIXi9gtVhJzgu0rtVhtkEqWaSYKiOKOnpnDTxbrOM2X5mJhutw1DQivHKS4uFTVPm9yDojY9NXCXhDNHb4EATY1Fik2auyvSGNwZJDJ+iJzMcIW+s5m7+OoWSQn58WGPQdZX7PMQw3F5DLCfaZXmZRM9Ke68Ng0eGv8hMOT6BpGsUzP0RYGEZvsmAc+CUtTbXsrIuRNb/BjyPfRElZKKNDKl+ls7ODmpoaCrkcje9+hExkAumGvURjcUqqxqFDhzl3/jwOpwNJlkmn08zMTFMVCBCZmSY/JNM3usj+6i76rrsDoTqEWioioJFM/I7xSt7GvP+3xEOl+9n4rI65kAp2PWqhgKCWEIo59GiMXjrONp/AzpYQ+SlYX9PGF7/4Bc4dOkKbUOJJkx+DpGLfej/TkcucO/wmBqsVR38v3q8/hmqrovELrzIwvp2mpltIFtJc6ruEVsrS1NzEs88+w/79+7Gv8XBs4ARGWcJiqdiMvfbaa4Qaa1nsNPHIprtQFY1vH3iWT973EDdv3Mrnf/JtUoUsd9ywh3Xr1uG3BqiuEXE7ZZ74WZRvf+8+/O7aCq1vaagGWIFAZFmuVGhUkvZKEhaEFbZJqVRCK6uVwQu18lNVVYrFYmVS7Rp97t+aOhUEyuXyUgNMXBHlEkWR6Fe+j/fLf47ebkMURfL5PIqioNfraWlqxeF0IYgC/vZZLn28m8T5atpjG2i5vYrhiTEMeiN33nkX9ioN3WEjcdMo8YtDSIqKy+WifKyWmLcPsyFLUynDpdoufDYLw2dPk1xM422zkHbluHR0lqCwlXjkHFORDHPnojz15gnSbje7tocxDZ1EGh7D2+mi6C2i1yk8HqpmuMHITy+cQD79BHvqRmnzzuHSFJI2EwtTGlfWn6bUnUMZzGAbOsbcdR9CV/VB7IbVqCEHpV//33isNqLRGPPRGHa7g+RikqpAgCefepKdO3fy09NH8HzgnfhrQqzbvBsxPAiLSWKrm4icDmOZmCK1EMd7/z5iY2GC913P3LZFCuv0XG/bjmO4gkFnzXpkVUMslZmpsuIsaEyZs0zofoMtmKNqsIaiGbR4iamFKdy1VdjtRkoFE0aTij8kojdqjF0pkeydon9coHt1Ay23uiiqKlrX9dS0d/PmG4e4evUqN998M08//TQ9nVsxmPW4zD5E1UIikUAxBPH7/Qwn0ozlhkjnmvjNHQ8ykcpyZte9bE9ITEUiDG5/HvNj3eSjMcR3xUm/oiLPvM6XPvse5ubnUTXo8cZRxl9CM3got78LOXIIrVwikc6BvYbjyjOkWyI0yh34yknQFETTWlKpFP5AgGxRxb5xB3PJNHPRebL5PIvpFEWlgMvpIJ3NYLdaSSwm6F67jnQ6x6rOHZy77U+42Lia0fk4gqIQDPjRAWVN5Lmnf/7/3sPy7fhfizaxhbo+gYt3iez8mY7h6xRmdkjoBFAVBZvFSH0Q0oKFo0Nj7ArVk0wk+JOH3kf2s48xePde1JIem7+ZFF7kwBpe/tfvcN83voXQvYbY5z+NUlJRP/gX3CBIDA2NEAx2ce+eO3jx0HcIBgNMT0+zd+9eRkdH2bJ5Cy+/8CyqqnLx4kUcDgcbVq0jsBDgtSMvkqmpJ5LWODd4iWS2QJ0/wMz8PDpdpSK1WMxc33wft/7tZ/nzP1+FUfRSLlfkQtPpNLIs/9b/r5bLCMJbWDawotUiiiJoZUpllYJSqdiXFcvy+YqpQrFYRBTFCvZ3jTfn8mMDAwM0NTW9Vakv4efK4DjCNX+LKIqYTKYlrXM9CJAPl+j9p27WfvVllGie5MQ7UB7fSl3rBcrlMuFwmL1797J49QQLyRwWi4WxsTFSCxncLguiI4vFbMJus1I7cZXJhi529ejJZQuMjk9gs7nxSNuJGRTqt2zhxJkjXHfddYyNzyLKIs9uvA9fqkhITXHu8lZurh3AxjTvUrpZfdLL1Y4Y1UdDuP/0Ti71DXFp9ipmqwHRIFAqqGilMu6HnOgHDAyPnsVpv0Dy/CmKk7Pk8wUWFhbQG/S49QZMJjMlrUwoFOLs2TMMDw+RVxTW9PSQKyhcGBygtWcVppEBUlknB8Nh9piNzLY3IsfnUbpCXOnt5+bWFEdHyiwGkwTTReZrKgtmYDaNezaFYpRB0uEQ7KjabvLiDIvtNmxPpSjrTZyNDRGMtrAQTyArXtJxCaulQLZgoL61zLlLOSRRRFEFampqiEQizMzM4HI5CYVqCIVCDA0NEQgESc+XGV08zM1b7uPQU8+zt7eH8U+W2XjDjcz989eQSgK+oJ/AuWNMbNhO58GXiOYXGR0dxj7YQPovzyGldHT94p042h3YbDZmZmbxeLyUgHRuBqsKsk6ouP003orOYMOcmialKNzSfD+aViZ1SUBtk0HfjYSE3W5Hp9NVmFmykebWNjweD6IooKoKDfW1vLL/Jepra8llUiiZHA019fzkha9zS9tHEe0OhJKJdDJJ//g8NYEqbHY7mu53u0e+XXn/nsO7djU3LG7AMaUy36owv72EJGWo8piZHOmlubaFM1erabVFSBeLPH/4MFMzszx/4DUW1zXQ6PMyY2jizrYjjO4/iK2+FddClLb2DqaSKV5M5hG330BBNvLKy69Q0BVYv34Hp8qvsrl5L6+dep4PPvR+6upqOXr0KP39V3G7nChKgS984QvU1tZSVVVFOBxmMZfhhdI6NCSSiTC9w5cpaxqffPDdFPI5kosJCqUM3qYSmzZJLKYn2Lx5C7IsrzQdDQbDShNS0zS0MghLzjzCEsYvCqxsgiCgLlXr18Im+Xxl2nK5WuYaOGUZdkmlUjidTtxuN/Yl/8RlJsviaydw7bth5TgIgoBWUMgdOoXUFERVVeb+oYDjfj35vMTkP57F+yc3YG7Vsaq2G8kFFy5cYGBwkOnsMNKZZkpJkYIDfGOreea2Ea40WflvN97L2bNnkFQVz8Ic52wBIrKJ8sld5CJBoqZXkL0RpgZbMebvI6teJtrWQOk9txBrr2dO56AzrGdm1srm7fegFo7QUbsTCjIh0U3T87VM36IyMDxFwDeAUdhINpkl8sYk5q0GLj1exUy2mo2xEdTxUXb2bCSRTNHy3r/HseNhEpcOsG3zZsKRME6XkyOHXmZNswOzkOXjn/oMntZVPNhX4OxohO8Wgvza0MAHm1xMTs5i2bKB1Zs3Mvba7RjSN/OFf36Fvv3v5cP3HgOhm3zBjlZSUWSRhEUiWuNkXFYJxHJMV1kx6ly8/twJZmemybSIRP0Va7jR0TEmxsdY3RWgym1ERMYbFBHNRaKMUJzXMf1KNXs/UYvDacdisWCzWQGViYkJAn92D7aeVhKOTpTLffz8xBf4v17+BJZmO9ufaGBq7jwv+F4mYGtk36lG6rMJmmcuUZVN8dj3v8/a1V1Exk/DuMBO+d0IMSORyUncbhdHjh4luZgkGl+gw5VkJq3H7fCiH3sJcXEM4gMkAzcSX4hTJYUoTGt8p+U4uy3vAM2HwWBAp9PhdDor3qmCEYNQg15twmAr89xzv0LW66nyeRkYGKBOsdCaMXPk1H4ImJiZ6mddZI59FoFybBalkGd4aJCaUC0mi5mnHv/x20M6f6hYv20v2euc1F0ycvm+BTx+Kz1rWjHoNCx6P2P9Qc4ec7AoH6Kps4kLvVcpa1ROnp7NWA0O5vpfJ+y+C61+Ox3Tl6ipqUXWGzhz5gzz0SjV1TUcO3Yck9GEpOpQXRrbLLfx8oHvYxGNOJ1OHn/8cRwOB1eu9nHznhtpb2+ntraWTCZDMBjk7NmzmAxGnOYci4Za9LFzKMUif/uRP0Utlkin00xNTdHY2IjRaOT5559ndHSM3XtuWkmqy8lzmf5Xka0VEJbokMuJ+drGo7jEClke3ll+rFwuo9PpMBqNFVf2JYhlGXYB8Hg86PWVCb7lhmV5yeUm/dKbWPde91swS/TL36ecymDdvgZ0IqnDKqZNBvKXU2QHWnDd4aOQLmBVregDIkPDwySTSRSlQMExi3E2hJxxs+hdILQ4wr3GAl8rJghF8zjsLnw+H/Pnz6Mrb6cYGqA6nuTCqouEvTm6TIsUirPkp+4lG+rHPHCZ0PAEoedepSboRRLH+diH38mp8Rl6Rw9T19lG/d86GbxpgSHxKgICzvRZ9r8ZpVDI07K2g9kRK5og05ON87FHP4JaUtmwYSNaWSPXcAOpqUFqGtuIXDjMfCxKLBals62RspLBqNdh27KX+89n+U+p80w+/zif3NYFzgCmuTCRk6+iaBoDF1QsjhwnR75EJOLko585QlGRyeQfZFGvo/PsJEmflYKgIUkSzYNxrJkiYb8Jh8OBJEGopmZpQc5RyGfQzNO4upPIajVqqUw0OYNormi9GAwGTn7VhuBKMNY/x6bb6jAajQwPDZLNZvD7Axx//nXSdTtQomlytZtxjU1hVlSu79/Mget7sZrg1dxz9Ji2UJOrJikr6BvdxKJRAlV+bt93M2dGX6Y1fyetrtXIeplsNkssHmdoaAg0Aa2Yo7vVh9+cI+PagK1uEyXJwrxjI+l8AZ0kUTYJXLJEONk6TSjrpE6qQi1WoMNisYjRaGLidAeLYz6KSQuFuVrsdWGmp6dQcnlMBhPmGg+JRALV46ZsUXjffX+K1+1nYGBgpU8zEQ6TWEzhdDl58dkn307ef6i45V3vYuI2I1vb3uCPf/NhGoZFLtRdYX52Ar2cJRmfwG4T+W//+GGcVdXIbQG23baPyVIjx6+kOdEfR6fZiB74EQyeQifrWbduA//yzW+yuJji+l27cLvcHD92nEI+RyQyRo3/Ab7+q04isT0koufIpvo4deoUH/rQh9i2bRuSKNDZ2cnAwACDg4MrvoItLS0EZYEeU5r2QJBd3T385umnGRgYIB6PMTY2Sqmk4PV68PurqK4NMTc7T7FYuS+fr/CvVbW0Yu92LaNEEIQV+OTa2+I1OPi1id1gMKDX65fYKMKKpVihUFiBceLxOIqiYLPZyOXzK5TF+C9fxHbnjW9Nc0ZmEfQyzvfcRhkVDY1yWkfy1wqFvhHsm4cxtXUz940Crvtl7C4XL1wd4ngR0i4vvkKcubYkFp2MddIOTiMeTWY4nWLQJeEdVZkeXMSc+QAti2FqWha4YJ2i4GlDUnVkC/OIqUlMNb2UYhvR956jNHiWLVu2cP7sGa57/8P87NhRJs+epfZPZIQzL5Hc9BKJphEeq5c4EY3R+1SG3FyOKZuL8e33km/eSuPR53E5rDz22A8ZGRmjqWcVgr6PnkAjMxde4czzP2VweJjGxkaqqqq4eOkyzV097H/jDMd3PMzDNWYm9j+NUt/JDRu2I/9kP+PZK6wqzqDXOlATDzOa/QqIWUL+mznyhp+DP/pznC1jWG12pqptWDJFWgaiuOfT9NZaOJidqSTrbJY3f/xVMvOTLMaiJFI5tAcOMn3ISMKYIL75JWYPa6zfuI3p6WlCoRBms5k9vT8gePdHULpOEZmeItDdzHNtU3TNOwiHw8Q338PCz76PRy2QOPoKznd9hkjqZb7R/GUKG3JUr13N6dFXuT19O+571yGu9nKx7zSRxGUmyi/x66NRbMka6gNBLl26zMYNm1i7toe62np23XADhewiQimLjgJmSWVkwYYv1EzBFARRwu504nG78VlcJM5PcXJjlOv3e5mdnsFms2EwGimrGuPnWgltGcXbPoO3aRZP0yyl0TvZubuBc+ePE59LEQo1Ya7zMDk/jdtcTcBfTVdXF5s2beLEiRO0tLTgcDjQhDInThxj6OrltzHvP0TU7NnCkbtsSFYN/8G9JFefwnFxNY6Ehe23buWJx79JZ7fI2pqrTM80oDfqmTdl0Ov0YNSRKxQxyhINoSpuvOUR5mMxjh47jtVqp7m5pdIcLGtk0mk2b96EyaivVKZGE3u2ZLl4eZ6FuTmi0RhTU1M0NDSQzWSwNNVTKBRIpVLs3l1xRdHpdPT29lYEe2xW0tk0uVyO7u4uRFGkr+8KbreHrVu3Mx+L8qTwFW71PYrb6CeXyxGJhPF4PAArFL/lRiW81azUNO1/aj6xzPle3ne5el/GvHVLzkHLscwVD4fDmM1mrFYriqKQzWYrFVxbI8VcDlGvRyiqRL/8XYL/8jk0rXJ1IIgijjtkykmNzOsOMNQx8TeLOG4ykCnksBvsbF7dzYn4UdZb9VS3tnMyOcWkeZDAahviSAORIS+r9QJJax593IhbkMg5ovi2KZzrHeZjDz7I586/jMHgx2B3UZ7tpWg0Y4o60EkNKMxw/ORx8lV+njfqKfS42feImeKsSuqdDUSfNDF+oUj1qMTEfBpBECnJErqyzKQrRL1BJFXXQUBJYDCZ6FzfQy55mBh+Eld/jihqpNOLZLNZOjs7SSQSfOADH+B73/8OWzZt4bSqQrIi6FXr9XPxWy8y1FiLLWUkaUxR0LejMxQwlPXkciKLA7cgijoEQcXt9qwY0SYdBhLtHsqiSCGbRq/XU1L6mJxfoFwuYTCayCYX0exG5L4a0nMCjj/uR1dy4WzKYLPZOHHiBD1GI8HXDnBx/X/BnJin3nojr45+j1N7JRRR5dLqEsawgJbPk47NkL3tQSyDvWjZNI01HST7SkxHB3hs5ssU5RLP6Z/FPX6V6fgQg2OXKZUUEoldpJQUI7IR+/g0Fr2IwWhkbn6ehWQCj8dDQVHJlWRafAqzixKxdIbq2nrGwhPoDQaSySQ5Wcbn9OByuXjihR1kpCz5plZ6L1+ma1UXkmSjlJcQBQVBE8jF7VhdKUBALdqor6tjYX6Ugcv1+OqO43K5CAaD5PN5Ll68SENDA263m7m5OfKFAsWiQsDv+5355u3k/XuMOtWN8tf7cX/kBu76yfx0b/sAACAASURBVOc4HPgJR3OvUNXZQDqusa3pLmZsR0nLBo6++iqekJ8SadaOv8bHiyeZ2+Gkf/P78fur0ERQEbnr7nvIZDKcPnOWrVu3cejQIfr7+7l1717uvvt2+vv7qanO4xl5ht0bPVRXv5vB5kE+PPwRkskkieg8ebuF8fFxpqamCIfDlcvbYp7C5Cirdt2MrNdx9UofEnD62EluuuUWbt97BwvJJPv3H6KprQFNU/H7AgQcIVKpipZEsVjE4/GswCeiKMFSC/Laqhr+H2YTS82dZcZIsVhEr9ev3Le8vyRJmM1moNKAVBSF9vZ2BEFgbm4Oq81GOByuiF09+gDT7/w0vm/8FdG/+HucH74fVS0jLE1x6vUSZVVBKDxL9V/vAIcf97sr1b1BbyG+EOf+665nR2MDyeQCUuAqbXMRPnDEjayJ3KsfJZJKcnyti9tGSrg2+FmItNPdncLjqaK960GqqvxsGF3Eai2TyxWI1zYyb3aiePvQFVwEAzuQxRLVThnz6DAmvZ1zT7kJ3hvl3DdNTFzqR7JWUYy/hiZohJw1KOUsuzbXcVDMM5IV2BKZpnPGSlduDdopOFHtY7VljsDBIJOZOIcAt6uiPWM0Gnl5bpCeX38NRyRJz8V+/tXSyHd334TJbKYYKiC9dJnRHQ0o8SyvvPgNOixfIlqeAeDY3H18Zc1Ons7/KX82EuKrLbPolo5N2SCjl2XUZIza4GUW46PUtZlw27eTznYQvzKAVZIptQwhmHx4v7+P0vvfxFpsRNBg78230JtOY9i7l43/8nGG/uLPsXhc3DR9E/3hOMPVecaffh1BEDDH2vD+8efRHXic8p3vpxyP4quq4o+u24ng8eFYXKBULCOIUCopmAxWJJ2e0bFRzpw/SzSVYfXqtcjFDNXV1dhsdmSDntHxcdo66rnvUR1aOcgPvjxDXUMjE+EBBgf7MVqslLUSXq+XibEJZFGmobmZHT/876BpzEWnuGDxIuh0aEIJQVZIz9iJnOpgzTvOIqJDQEM2lLjt9jtQlSTRuQzt7Z2IIjQ0NFBVVbVyZdnR0YGmaRiNMlPTkzz99NO/M9+8DZv8HqO9axNOgxnDN2e5JX8rX7H8PaH7Gumx1qLPZZiJVbHV7+Bvv/cyG9dv4PbdtyCHC5zumyJhkLiCnauRBE63m3/51rdZWEiQTmcIBqsJhyOoJRW1WOT0qVPkclnMHi9SoAGrXsRilHHWuIi7FlAcCqpJRRktoKkqDqedcDjMxo0b+frXv85NN9xAbHKCcqGA3ecnl1pkYmycxUQKl8eLYkiR2XEIpW6EjtpN5GYFNlr2otMqbA6n0wmwgk8v49Ll8lsJejmhL1fPy5CJxlsDOTqdbqU6X+aKw5IazNK+yxW7KIoVf8pyGUmSsFitSFKl079cfRvvvYnMM68h+7zo64MYQ0EQRdTxKRKvHmPh736A+cP3gceByVaZ7jOZTGjlJf5xchGL1YrT6eQXkQ8wsDDPrSYr9SM1XKgS6KxvpnNwEbNkwGAwMjWu0T9yhDffeI1bb72VicgEF/bvQSeVWMxdxVTI4kzFUM9bCca3kQj/lPY1fsJHxxCjST58z73UVQUY/dVZNkgqe3bdTZ2tDqPo5vYdWzFYJSRJx/TUFA+GHDT84Akciwns+UE6M8PM5kZYsHmYGM5i3tJAX3qSj6bXk/FLrNqylob6OiKnzsHqJtRfHuYv776VGwtTfGLWxK8WZQ4XwWFZwDEzxGB/P16XnaT2Gpbsu2mwfop2z12stUxweHcNZ7NWUhdOEw1Pcrk/jCzpcDmtZCMq42+4uOHuMfR6mR8/rpBIZahvaCKdySCHmwmsziD3TNF09X1MRxZZWEiwbds2cvk8KaOJuV07MXhdIFChmk6nib3ay/7Bg2SUDFuMbqonR1hApiU2QU05x9VwGH9tPdgceC0m0rEoIgIOq5NiQUEUwOtxUyoV6Gpt4bUX95MczxGqq+Ni3wWKxRIOp5O5mRhz4XkunZ5mTecNjL38Kq54kuL0LNWb1lNGIJ9XcNjtLCQSFAoF8k2txOubSOy5fcWQGco4qxcYP74KvanA4rST6cs1rL9zCEHKYjDqaes0IBmGaW5u4urVq7z+xlGupJ149AVidQITuTnE+QLzs1P4PB6qqgK8sv+ltzHvP0Ts2rOPXCrDurGNKBTQBwRc9TZ+8dJv2LF6O+3VUS5nmqlrtHLXXXeSz+f5+c9+QVdXN0+8fg7ZHaKmppbzFy/Rs3YduXyetWt7EKjIoU5PTbJ//35sVitVAR+1O2/nirkFWS9hyMSYGo0gp/To6nVkD+WYnpiiq6uTr371z7h57wOcPXsWo9FYmTqcmGDXnlvQG40kFuIoxSLJ5CIerw9fnY1y/TSqpuIvdeLRh5iPzpFOVy6Rl82Qr6XzVfjWOhRFWeFfL09xLkMnoihSKhZhKTFfa/d2bYW+vBgsc8eXE3k6ncZsNqOq6krCT6VSK+JXarGIGPCSe/4guWMXyJ3tozAcJvnYrykNhTH85w8yV8zyZtWTuIsBzNgqcI0KxVJxaXFQUaUSz/U9hduhMb6Ypbu5k1tdm5i80EcqncaQS5OZnQezkbamjeSUaVpbWzh24jgL0zUYfQfJ5TOkUinK5TIBy4NY7AUsvnGCVj/5RBKfw8n2TRup8fuZv3gEtVzGYDdz4+4biMfCHHjlALlsFqfDTjQaZV3MgXtEQchdYHM2z5fKBfYicTYeZSJT8dA89OYhpoUM+3ItzDbpqK2txWaxMvvMYex6I/lCgcjEJDWzl7hxa5aOy6OIC1GMssxkJIJWLqEqCtOJ17EFBwk2znO6GKHVpeKZHKK5ysr1Wzuorfbw5omrGAx68idFkm9qXJmxcnpUJbGYoVAo0trSwtTUFFu3bMei1nL66Wk2zCpY5tMMqFnm5+fx+n1IkoTNbqegVKrPfD6Pz+Nj4PIAnlovNc4gd225g4mJCda3NFPf0EB1dTWHD77KqvYOaiwm1HSK+bk5LOaKLIDJZKJYrBxPj8+Hy+XiuZ+co3d4hiOHL9Pc6aZUqjTl60MhLp0co/dcBFGQUUQBkklqtm0m9Lk2yhs1xhMRjEbDisb8nKpR9AcpFArIkoykk9DKZURZwFkTp6wKUBIJdEZASlea84DZbCYYqOLo0aOk02kWRB+Ojp0Mm/roc80yaFygGjsB2U4ikSQQCPLUk7/8d5P32+Pxv8d4OfIMkiTz0i3n0UsydR91srAQx2w0MTMzQ6i6hlwuTTqd5r3veYRiqUR//yD9A4MgCLhcbqLRBS729mI2W5ibm0PSiVQHg0zPTGK3WtAJAvPzc1zoPct7H/0o8oY7KbfM0FK0cIO1kXgswZW+PuwOB+cvnkAnZtn/wi94x/0f4eWXjrB961b82X7iaHjqryc+P4ckCWzbvhNVKzM0NEKoNkQylUHWy7Q3NjETGcXu9zI5G6O7u5tyOU+5XJmGTKfTFItFXC4XmiaQzWbR6XRIkrSSyHO53MqXSZLllYReKpUolUorTU5YqrhVFa5J5stmy8uLwPL913LJobKAlEqlCtUQyKZS2EwmtCX+d0yc5oTwMuWMQMmSZ3P4TtxuN1W+AIVCAbvdzpN9/8TFmcP85bYfY7ZYyGazHJ74JcK8mcHz48hHXqNY38xQ/wCbTPUcTtzBzvsm+fWvn0Wf+hj1G18kEonw7g2P8u1Xv8KuG6+n9/UbCbS/SXjmBHW1TQh5EavJwiOfeB9ms5nnn/4pQ6PjaIKFRx55hG/88z9z/uIcE8N/RUP7F4jnD/Bp87f4qdxBlf1L3D4To13VQC3z/Y4KG2h8YgKHw0Eur9DkD2GbKOK/ay2njp8gX1CwWK1EYzEeeOCdmHbI5BvyDD05ztUX+/FZ3JSKCrlUgkCVH7vdzsmTp/B2fZj4xAvc/+6HaW2px2CQkCR5SRGyzLFT/fjDPpTpMu57NbJKFp/HTV9fHyZjhRVUKlamBX/2nR/wiOBHkCQaPv+ntK7uZiGZQJIkorEYLo+bbDaLJMuIiBV4z2YjGAxWzg1NY2pyipnpGRoaGsgpOcbGxli1ahVut5s33niT6elp7rrzHubnY9jtNoqlIgazhR/+3W/Yc+9GnAEHkk7ks3/2XR58aAeHju7HZjLirw5RyqTwB72EJyPYc1VsPb4dd4Mb4YRA4odpND3EYjHy+TxOp5NcLoesl1YYUsvnXHlJCkJk6apTFBHEJQhRFDDLMslkkmwhyJn5AtGyiHLuRzTs66bZGcAeA5vJSCqVIp5I8IlPfOTfHY9/u/L+PUVjZz233XMX6DQUV5bOfS1MjE9w6PAh+i730TSickWZo1xWWb9+I16fn0wmR76g0NDYzNh4mDfePEJrewfJVIrBoSGSySR+vZ09R22MFmeZVxcZGhzkzNnTGM167rnjdqwdBq6z1HNKmKcpZaKQz6NpGn6/H9mgp62tC4/Xx/W7buPc2fNU18uEXhnHFs1yUdIwynq8Ph8lVUXU6YgvJGhta2V6apL5uVmqPE5mrpxFQ0ehrGF3XSSd/R7F0hBKwY0kOVhcXGRhYYFsNkcul1vRHpGXEnWxWFyRhJ2dm1vBseEt/ZNlhUFZlri2nliuvP9n23KVrqrqypCELMsr05/9/f0YLRaMxorKoUmz0lBYxYjtApun9hEJT6ITdSwmFzEaDECZI9NP4zWFWF11Ha+O/hsNztVYjGYMdpFsrERKKWEc7ick23AadnI56mf4sgUNEaHQTG1nhIAxxIMb3k+g1svsgkS6cIUb99YRDk+SUxT+WvcXLDqy/NtjzzM3N4tmlMhkCrxx+CAb1q/j5OkCZ048RE3oMLnsLj657wwnUxvIlb6Ix23iTKnItlyRz6TjfPoz/4mhwUH0BgOiKGKz2SmhkZ2sI5ZbBH0WDQG9LOPx+li9bjXd24KYigYc8SBTQ5MkF5PE/B5Keolaq51iqUxO6kATjdi9PbhdAvW1XlRVZWxijshUDIvJgICGq9VMzU4nFqsFm92G3VZxUFdLRebm5vh56iTJ2AKGko7Nd9xGaNdWvJ2tKIqCyWyiVCqBWBE1WxY0M5vMaJpGNpdDVVVkSUInSWhljfMXLlBSK+yhhYUFhoeHqa6uRtMqdn3BQDXT01OVPojJRD6f59iBSwRafPzzPz7J3ls2UbVvFf7V9cxfGOTW5GZ+0/8s9953D68dep2xsTFEp8jCpiSdz3VR+FqBslOjVFYpFhUEgYqblFgpKDKZDDpRxGw0IlJhSelEHaVSCVmWKZUrBYUmgE4nIWhlfD4fg2N6JEFgIXyORKQPRxpqLD5KxSKyKNPW2k42l+Wpp/79yvvt5P17ilUdPey66XqGe0fpPzHMhfMX8Lq93LTnZoThKCHFRF4vEE8k8NbXkc0XeP3Qm3z+v36Jp595lthCktU9Fc3m4eERmpqa6O7q4tO/CtFfmOL2TBu3zjQQv9NLdU0jZouLhx9+hJRLwlmUGGKRuryefCqNJOkIBKqoWtI3NhqdWC12unZ2krz+CsnBKMN7ylTZ1tOzqgdJNjI2PkGxWCJYHWRkZITB/gECVQHMFguFhVm8nW3YnP9AqfgADts9SLoORF0vBSWOzdaE3e6gt/cysiwTCAQwGo0rVfIyBbCgKLhcLnK57NIATxmDXmZubpZsJkOV308qneEtQa+34loY5dqmJrCSwIHf4p67XS4MBgOKopDP51cWjW7dFixmK8FgEMoajXV1JJNxpmemyOayXEi+xgtD3+WPVv8VOnS8MPgd9rTeR2tLG3lJT/u+u9l1+VMY3SK5+qNk7SfJhm/H4ppnPn4ZRcggLOzg9ac2oceNHDrA8ePH0GtGGl319JRXcWzwHHlzkSMvnqFgSNDQUEd1dTWpdJr3vHcvJ05+kvDEB9m+7UfcJPk5l3sMQcihlkpYzCaeis+RLxUJhyMUCgU0IJfPMzU1S2x6FWlNYjJVxu9LE43GaG1tw2g047Q6aOsKYswa+K+f+nt0QOH2PSzcs4/CnhtZLZt5z22309Xq50LvMLftaaep4TuUpe1YTTasFiMet4356CKXrozT0RaqHAtJIJvJwNKCKko6hnVxXsldQTTr+S/3f4xoUaFty0YURUFVVQpKoTIvoP2221I+V8BkNiMKOspljcX4PJIoYDbblzTiJTxeN21t7WQyWex2O16Pl8bGZhILCeLxOJqmYXM40TSNxvZqvv3Vp3l35zZGiosEtzSiN+m5/XtVXKoO8+HMvcQzCeR2J6tWddPlGybkXCR/v4A9FCJfVCgLGi6XE7PJQC6Txut2oxMFbBYLAhpGvRFBA0nSIS/BeMWyiiRLCDqRsqahaWVURaFQKOBxZuhoMLC+PUBNMIDJZMLn82E2mZH1erL5HCrwxC//7W2q4P/uWNXVjTYrUW9s4fD8MVpDQWKj/UxMTHDnHTfT+/wbyHUOtKRAVbCaixcuceTYccxWG8FgNbfetg+n28Xjv3icQKCKXC6Hy2ZnWIyyXggRyjl4PDTAwNA4iZREbd2N/PzffsqaNat56TofjSUrklJmJBKhra2NTCaDJlSae9lslr6+y9hWmTEm6xj/VBaz4qbQbyNYHUIUBE6dOU17ZwdjY2OYzWZmZmaor6slnU5jb1+PoDuBWs4iCqYKtEEZtVSHUvxXymoHBoMJr9fL/Pw8Rr0el8ezghFWuOAqJpMBUYBMuuLP6ff7V77IHR0dS5DHWzj6MkxyLV8c3qIhLj9n+XapVFppgEIFY9TpdExPT2Oz2VZG6jOZDMViEbvdjt1iYWZ2Eg2Nza++E/97D1EeXCAavsJMfICXJn5CXllEyVcwen+okZrvtZEzqzSmd0DHYdqCHdS4Zpgc9JCMv4uFhSQvDE1T6/OQCTcyI03jcHnIZTKYgkYODB8kX5Vk/Nwka3Y2I7oqeK/VaebUyZOs67qZnjUbMcifY+f2+xDOl9h9yx4OHToEWplsNotaKqKXZKRkEdUJu5rNbK718DcvlnDWjzI03Eh7wYDH48FgMGEw6llMpnnhhRdIFxKYLWY2rFuPUFY4/t0fYAhP4EhmOTM6TqKlmXQ6Q0urEaHtBAvmNuSx72I13I8o1lU+B68DVa1c6Szr0tgddgq5HKIocvnSJVp8Pq7T6tGnSjTW1XHglddxezz4fD5MJhMsVa/Lx1RbOp5KqYSk168cs6KUxWPJkysbCQaDqGoRnVzpi4RqaikqKvF8ApvNRigUwrZkKlwoVBYHd5UdSZT46sHn0R0W+frda1mcGWF09wXqemvYv+48USGOkNSzYcMqEgNl7BYJh9VKsaiAoCFqGjoBCqpKIpGoFAWFAtFoFACdULnaNJlMGESRYqlUueITQFcuQ7EIqorBYCAcDlNVVbVy7re2thKNRgnXBtFKRVqii5TLauUz+h3xH2LegiDUAj8GAkAZ+I6maV8XBOHzwIeB+aWnflbTtBeW9vkr4INUeGOf0DTt5f/gPf5/j3n/D/beO0yyssz7/5xYubqqujrnNDknZhjSEMYREBFUYAXzC4i7rmENa9zVXV1R31XxNSu6KmJAQQWJDiAgMDA593SYzqmqu/I5VSe8f5w6Z3pwdfdd94/f/i6e6+prprurT5065zn3832+9/f+3n/zzndz5ZVXMD01Q5+/QjToq/rzBnjqew9S9CvU7LqY2VSau+/+OVu2bKaxsZmnnngCVVVpqK+lq6Od1evXMTo2Rl1DI7lCkQ++74NsV7rZctk2ZmsrTE+Mkl4QSTZdyEWbTSYnJ1myZAnJZJIHH3wQRZbZsGoDX/7I/0HXdBL1Cc67bisXXHABoVCIPS/u4dlaPz/INeJD51W/uYvLr7gcSVF57KHfkU7Pc+WuHWx65iCz565HXtLB8Pgk67ecoJDfRzJxB5Y1jaY/QTDYzUL2u9jGP5Ob7Sc4/x3yEwZKWCYjnkPr5teiqio1NTVkMhlEUXQQuK4jyzKzs7M0NjZSrqIRRVEQJcVTqyx2HFysPFkcvBcj9MVyRADbsigUCsRiMQRBYGJiglAo5NEq+ewChVwGs2Ax89sc17Z+mN9Jb8E/NIKlQGlZgi2v/xvUamI2VSqgFYu0is1Ix33s9R3l8MlnOH7wBc5fMLg7fZrVmzbR0ZGgo2MtPT09HD58mNHRUV772tfykx//2DHfCgU42n+M9mQTxWKRx7oWKN+Q5V/+7fuUIseZzp9AG2qgI3ouxe4fYT40xL8NPYYckFFVlVhNlCMHDxKJRLip87U8/YZNvLHwDCvTA/wkU8fB/jmuGu3iREeJAWmOYrGEIIhcfvkVtLV18PjuJygWi+zfu4dkIkY2l6OmpobVq9eCALt/9ztUVWHlihWs3bKC7Vd/l5O738sTh02woVAqs3FtD309zRgVZ3dVsSqIONWutm1hmQZHjx4Fy+Spp57ilptvRpB8PPjgg+zYscPx1A44DToEuapWsm1sW8C2HQdKVXZcIUWjgIRGRYh7i7M7PxRFOasaV9M0p2OTbVMoFvD7/WiaxtzcHH6/n4aGBiqVivOz6V8RaGjl+d8VQLCZnhlBKxZpb+sBQSIZjrBq9WoCiRhlXWdoaIjm5mZisRhDQ0M0NNRTLBaQZQVV8lEoFFB8PiRZJlvIY9kWsUQcURTJLmQIB/yI1eT7YsWVGa/hufZGdgxOEA6HeKC+hp1zGdSyyXnb1v1FlrAG8D7btpcDW4F3CoKwovq7f7Vte131yw3cK4DrgZXALuCrgiD8eYeV/+Gjvr4e0yzTf/IkXZ2dfPeRF3jh+BDRUJChWZPI8CxNR8eYnJklk83T3dvDkr4+Bk+doJhNMztxGr2QIRmr4cjhQ5w4foLf3P9bHn74URramumvK/Krk0+hlzR2XnoZPe0RGsJHGRkZcXjI4SGef+456pMJ+nq7+ek3fk5tQy07r72Ucknnmmuuobm5mWw2y/Gjx/nb7rVcLz/Fh6MZtEqZk6dO8fQTzzI/Y6FYCWoffp7aA/203flLSpqG6lcp6/UIYpa5uTksq5ZI+AZEYR2q0uYk+2JNjC2ofDe0kT1qMzVq0dNxa5pGNBpFlmV0XfcQeTKZ9PhwtzR48XCDtOtWuLikfnGgXhywXZTuyg7dhUEQBMLhMIqi4Pf7CQaD+HwKra0tnHrqNOmHTe42Po6yeQP1b7ye5ksuY91Vb/feO5PJUCxrxMJh0mqa/OY0kTaF4PQ4m2YLKLbKTdfsQhBEbMsimXS8LAYGBqirq+P5558nlUrx4txRftZ0iFkyzM3Ogm0T2VXD57/+IHf2/DXTa79MS2eQ+w/9M3c9fxuzB5o5NHYS2zCr6hyL+bk5wuEQogCqoICkcqRtM7/c9jb2nEoxPT1NwdQ4OHyUgcEBFNXJAzz55JOOv0ZHG3pZ48Yb30CkpgZRkhkdn8CyDJ5/7llqohFamptIz86Qns5jZ0XCzWvZuWM1Pd1NbNu0lO7OBirlinc/SqWSE7wUBUkUmZmZYd++feRyObq6uphfWKBUKtHQ0OD4X1cXUDcIe/ccASybgOoHy8I2LSqWSsmMeK9bLD91aTLbtgAbRZWwcegKVVU97rmmpoZUKuUFzqamJuKN15KdOI9ITS2CIDHrKzMkn0aQZERTp1zRyeQyBKoNszs62kkk4uRyGRKJGLquVRtq+7w5LIoihmkgVY3RBMvGNgwiwQB21dDNncuy7JxjIRzEB+Sa68j4VCRBIF899z83/p/VJoIg3Ad8BdgO5G3b/vxLfv/3ALZtf6b6/UPAP9i2/Yc/c8z/0cj7A3/3PpSYSX1zO7/WH2ds2Rxb5lYi3+Xn1alpSp2NpJe20Pz8KSLbt1M0yjyTqEOfnmZlg8y//uu/8oG//zDHjh/n69/5AZFIhIsu3UkoFGJ0dJR9e1/k9n/+B1RZ5KHf/oZiPs+b3/wmXnzxRQYHB+nt6SUYDDiNEQpF4ok4iqRy9NkT3HDb6/lC1yCjwRJfOrWOk8dP0NnZiWEY3DWSBEHg+qWgzwzT0tzMvb/4BSNHjnFhop7fDxyn8byt3HzrbRQKBebm5tCNm1HkFix7CkHw41e+gm3bvDg9zr2nX+D6uRfZv+lqdvtG+LKy02kKq+vEYjGKRYefdM2nXEonlUoRj1dRVRVPuEjbLWBwkbb7Ozgbdb/0e8s0vfeoVCoYhkEoFHIaNFR9WcpanpDfx1Nf3s/sT3Tq3i9hJnWCwSCVSoVSqeSVmdfW1lLUNO558SmWN7chCSID0xNc2L2Cp796B7FkHKMzhmHBPb/czbe+9W2+893v8prXvIZPfOIT2KaJETLJX9ZEtKadtDHGlgNBVjWvY+pAiG/f+EN8j+ZofwbaurqYnZkna/g5p2UN65Jvx9j9Se6tOcr0/BzhYICAP8ja9etY+juTZ0LjTDQKlLUys6eHaPUlWVbXgbQqycEDhwBHBXTBhRdy6NAhbnvnbbzwwgvc94t7iUaiLGQWkCUJ26ygyDLNjfUMDw3R2NBAvmxy6/s/TiKRqFbEgiwr2KaJbQtYNli2hY1VzWNAWSuQnjzB9ESOq7+6jSP+DJXPCJwYdLxjli9fTlNLM/l8HrGqTPL7/NgImIaF+JLCrsUFXaLjeIZpGp4dsBukJUkil8sRDAYxqsW5rmRVdtG9VV0sBAE1GMW2LIZPWGS0w/zksQ+i+Zci2Tleu/ZG1qxczUImS7imxkuIRyIRNE3zGpJYlgU2KLIPBDBMx+tE9fmQq5JXd4dgWZaX0M/lco4axzBo7+zk2XgIf6nMYDLCkoLOyrks5XKZS3ds/ZPI+/+J8xYEoRNYDzyHE7z/WhCENwIv4KDzeaAFeHbRn41Vf/b/25FoDmIHyvyf5d+mIBsIlU7u2zdLc3Qlxywf/0u1aH54LzM3vAarVGY+0YHd7IPlCe774peRltaxd+8+srk8GzduYtnyFfhDEcp6mYMHDxKP1XD8xHFOD5xiP5F/WgAAIABJREFUWV8ntg0DMz5s06KxoQGfqjIzPeOhTp9PxTBzvOrNV2IqAgWhQqAi8tnWY7y30ocoSzw5F2VrncGRrMpPTsKNLREGBgZYs2Y1Y6dPIz6XYMs5l1BIBr0HJBwOM9l/I/HaA/j9O4hFLyafdyR/v8/NsMPfidW9gt8HjxKe9TESLrAyEvGoEpcrdKWB2WyWaDRKf38/XV1dLCwsICuyR5XYtk0ikaBQKPxR0c5LAzdwFle+eHttWRZSFfUjnGkWEQgEMIwKHdvawJ6ic1WSkdRp/FWkJcsyCwsL9Pf3s379ehoaGuiua2RwdhJFkrls/RbqIzG2vflNjPcfZ3BihIxmISsqk1MTNDU1MTo6SqFYorW5icSWc7Db+vj97J00F7qxfCILqSwj86fo/qXBhYO17GaKaCTC0JQOmAyNH+ScxhAg0m7UclqbRJYVGpoSlA0Tza7QFW4g1CRz4sQJXtHbybnJED+czjH73DDJZJJ8ocD61WtQT52kPp7ggYcf5tTQIBdfcind3b3ccceXkYMKiuIjHA6SyxeoWDZFTSeabPQUP4ZhkpscZ/jgAU7vfR4Q6N6yjURbJ1Y4SiQSJuhXoTKPmT1C69A20pLBUj3GC8YMnZ2dSJLEwOAggSp9ZdsmsuQs4oqiOs2uF+2uwO17amPbptPkpAr13DyIG8QBD9G6hlFgoSiSR70tXvgregWjrLNibZSJ8XoMXyt+/QSXLr+VkD/A/MICpm1z6tQpgsEgK1as8OwbHOpPqgILBXDONxAIIEmSt9tbvDPM5x0LCkVRKJfLRKNRfD4fpUKBVdksu5e2IwBLp9Lo1Xn758Z/OngLghAG7gHebdt2VhCErwGfwrmUnwK+ALwV+OOnyrvcZx3vZuDm/+z7/395PDF0kJPXHeem370VIZqjryNPfNe13PTZ+5heNUS549UMdDneG08dOUzNDbswh8c5+aOfUv+6HajPPMYu8QMITQbH4i/y0KlfsH7jRk4Pj9JUX09PVzvHDu5nePAEfX1LUOs3kYhHWChu4eI+hZ8/8At+l32Oq2ovppIvsnRJH3v37efokSNc9oqdTBEm9c8bufgrzyMC/YUIc7rNqoTJtbUa/fkQ/YOnaW1M0H13nuL8Mg4ZR1n9eAfn3XyVI9dSFMLhMPX129m9u0xnZzPnnptAURwEEc1oHChqzI7COUczDOrD9DeUaAhcQGdLD3Nzc+RyOeKLFCAuKu/t7WVqaopwOAKcKa0HB2XH43FyuZyHfhZP6sUBG9v2kl6VKhITqglPu/o77/gi2IaNLYi0bW2gfn0MXdcpjZVIp9O0tLQiyyqy7JTlnzp1ioceeohdu3axJN5AMpms9kosU9/aQc/ylWzRNHJjn+M1582gmt+iRspx7MRWEok4a1auoD8YoPC9b7IslsDOnMS69gaiJ5bSEbqDTUcTCJbFNbQwsbCcZOERbMGioBR49tQPKaw06Yws5V1zS+m8bhsH+o84AaljhhVmlKOzxzg/FueKVaf5zaEkf795hPuOt3PZre8l993djJ98joI0xj5fO3MzKWYFhdD4JIeOnmTX1n9hZuEIp2fvx0KkXDFp7+xjPpdlKu3Y8B7+7a/43be/xtUf/TTdW7ax/OKdiKJMIZ2mOD/Hz955E5uuvo6L3nYrptqEL1BD8OoQ0xfJHJ+aQZQkItEaRkZGiMXjjI6OIDafwl7zG1qPfIFYLEalYgAWkiQiiCJWlRIxq/cQG0RET8tvWVYVcYvVhdpCliXKZR1BdFC6IEhn5U4kWcK2LWwLrLKBKqvMp+ZpSNbxsev/kYWFBQzDxOfzMzg4yKU7dyEPDdHc3IQkCaiqk0TUdR1wfOhtW/TmZjab9RqGuFJCF/0Hg0H8fj+GYRCNRr1kr0sd7TgxgqqqnuGaS/39qfGfaoMmCIKCE7h/ZNv2L6oPy7Rt26btkE3fArZUXz4GtC3681Zg4qXHtG37m7Ztb/pTW4L/SSNVk8VGYHVvjEtbcmzQniKY3s2n37SFpquGWNArzNtCVeMcIpyC7qlaXrXujdQkm7lo6cXMLnsRigpPTzyMpunMzs6QzWY5d9tWNm5Yy+GDe/GrMt2dbXQ3iBSKBTpjJVKpeR6efpiFhZO8sDDgIdtAIOD4gCAw9o0VnEzJyN9aSqFkUEzPUKpAZ1wg4JMYmCmwbGkPbU9UyMQMttUtYa3QTfmcMEKNysLCAoVCwetZuWvXLo+Pzg6dxJce54Zlazi0JMP4qnFOypNIuk7/yEHm5mYoFouMj48Ti8XQNA1N0wAoFAoYhoHP5yMajSJU0fbi7XKpVGJ6ehpFcWw8X+pa6H5JVXTobrkX+4C/lBcHB2G4dIzbXEJVfXR2ddPc0oZerpCoraW1tZW+vj58Ph/Nzc3s3r2bAwcOoKpq9QG1kBQZs6qSqBSP0bTmbiId/8CSthFWt/2BUDBI/8AoZrmJohagZut2xkfHqBSLzElTHEjNc+fcEXxShOim81hfcwWrxPU0Cq1Ewgl6G7djSyZ7x08Qn4XMF57Gv2DRGK5lrJBGm8+zNhVnoz/EkdlGLljWTyS4wOquJHW19Szv76av91wytSuJByPMKQFsUSQSS9BeeyFz2RMkoz3k8gWaW9uJ1dZR19iMEgihlSs8++yz7P7ON7j8PR+iZ8s2IrV1KKofVfUTTtbRsGwFr/r7T3Ho0QeqLepEGldcTSDcQLBdJbE6QaViEAoFCIdt2tvbyOYXqKz5KXrJZD7xAOmFuer9sv8IIS9ur+feT8OoUCoVvcBtGJUqvXLGEE3w5oKAKInOv+IZYFDWdVRFJuBzDN6i0ShdXV1s3ryF5cuXs/MVO5FlkZ6eLsLhkJeTMU0TXdc9pYxhGGflZYRFuzt3jkWjUYfrd5+bbNbLx7h/o+s6xWLRq4lYTBX+e+M/ozYRgO8Dadu2373o5022bU9W//8e4Bzbtq8XBGElcBdOMG8GHgP6bMfs+U+9x/9ozvu8+3ai2xqfjH6BQnqAn9V+gueDsG56Kwtymp3D15CaTJPPzeNXFIpFi+jrLsFUBPZ/9DOsXb+BhqY2ZDmArPgwLYNf/+ZXdHWuo1PbjADc8/zbaWluYPmydWzcdA6FXJ5Dhw4RS8TZo2XZP3E3m9pexyZfnJUr1uAPBgmFwxw7doSc3cGPn1nK27fdj2VUuOGG69mz50V+J21FMkp05V6kNeYnGYwRtGYJdD3E5z5bpq6xhZtveYeHAEqlEoZhkEqlmJ+fJynCgvn3yMVa5EqC3ou+TNkok/vBN9GOHyJw3VtRl6xEEARSqZTjL37sGB0dHcTjcW/76KAPh25YHHABxsfHCYVCtLa2OBNdkj3E5Y6z0Ddntnl/FLAXUy22jSDYZ8kQi8Ui4KCpXC5HKjWHrpVYsWIF2WyWmpoa5ubmqFQqTE5OkkwmWb9+HYLgbNf1Qj+FzDCRuq1UFp7EMIpU5u9jxv4kX/xhhKZX5PHHJE5853Yizc3ULVlG8ZmDXLbmbQxo97Pr4eswZZPMuas4sfcbDPsOo6kRLl76dxR77mNoaIi2liaMisHW1pUUxlPsf2oPXUv6yPUEODk0RGh0P69be4R7Ux+jdokKgsUl35SwVIPMR1oZKGRI1tVTKVcoF3VykWfRx3qIyO3EG0RMG6ZnUyQSSRoaGzGMMl+67lV84qGnsCy7ihatRYoPC1F03CBlWebzr38VnavXce1HP3mW+qNYnGZ87GckatdxevheVqz8EGPB3zCm/pINMz/kRx+a47X/2IAsG4t6mdoedeX3+6mpqakmKB3O2+93KhHde+jOC0GUEKuOlZqmYVYleh6NZlqIyIRCYXRdQxBMj6YzDMOzdRBECb3aLxXwEH+5XPbmn4O65arKxqZQKHgJc/d9XXWTi74rlYpXmQkOinevkxuwDcOgrq6ObVtW/0Vqk+3ATcDFgiDsr35dDtwuCMIhQRAOAjuA91QfmCPAT4GjwIPAO/9c4P6fPgKBIMGBKPP1c8zNpSmacbYPf5LXDb6VY7X7OZU8iqWBZZkUC0W2bNmCX9LJ/2YPkUcPs2HjZno7+8idTuGTVaamJh0PEamJXm0bjwz/gJP6fjZveReKItHW2saxI0cZGhqiXNHxqwrnNa+hKbmB9toYMzMz1MRj6JUyC5l5knUJxOIhruz4Ftn5NKtXrSI1l6ImFuMCXz/LM09z/IWnkGWZPUf2EV3yAEHV5OZ31fOmN7+FhapKYGZmBtu2GRsbY3JykhdeeAFJBKkSRUl3UFHmHNVJOIoxPY5gWwSrCCIQCNDQ0EAq5VjVum2jnOvn6MYXl8i7Q5ZlGhrqicdq0EpFBNv0FArAH6HvxV//3u/d4aCiM0lRV4EQCATw+XzV5JyCKAhEIhEPZR0+fBifz0cymSQajdLa2komk0HTNKanpwmHm1CsE+QG/hp//FLM0gFsMUhvVxNvvDrI/h+LxP0ay9/4ZtqvfDUd+SyZ4hSh/Gr0BR9j7zyCrumUhTIDtbMM26e5aMl7mM33MzY2hqZpDA4NUdR09IYg+Z4Ig00mU+0ScijA0mXLCe3o4vH62+jcWEcimURRFU5vmsS2TFL6DNl8iVi8lmikhmSHzHTflyjs+BBrz2uktaObrp4+Np+zlfaubvyBADWBAKsv2YksOzREKjVLKjWHKDrNN0TxDPKUZZkLrr+JfQ/fjyzLhMNhotEofr+f0ZG7WLrsNqKRFQQD9Yyc/jc2Rd/N5eIj3PmuWWaHdb75tjEk24fPp+LzOTkWn89HKBRCVdWqosTCti2PfvD7/d6Xe/98Af9ZfPPi+y9JErIkIcsi+fwClYpGJpNhfn6eUqlUpUGq1g3V5KOreIIzFgy6rleVUqL3+UVRJBwOEw6HvfdyF7BisejNdbcD1eK8jM/n8+aj23/VBRN/arzsbfIXjqtfexNXvPo6Dkp7KYQzLMusJWLWkLHn+dLqT3DBiSvoONmLqqqMnR7ktVdfzR+efpIlS5ZSUxPnqzf/C+dcv5Oa5nqOPr6X5Op2suU8HakdWEaZYYY5NPJ9Ll3yEebkY0yNPUgwFGbHJTt44snH6ehoZ252lptuehOnT4+STmVoamlkoL8fbfQ003qFzdvOYWx0lKmpKWJyCbOiIyd7CAUjJGpricViRGoiTE5O0rLEor6hhZpQN6IQYC43TDzQSjRcy+DgILZtU1dX57UhG937c9RKkLqNlyJIju/FzMwMjY2NuKXxmqaRzWY5duwY0WiU3t5edE0jUj1GOBxCkn0Yto0oCAwPDdPYUI9tW0jiGe7bKdiR/ihAu8OTkv07c/qP5vkiPGFXe9SbptNXU1EUFjJp/LLK0PAAk5OTbNy4kcnJSaLRKAsLC56n+PT0FAMDp1i6dBntbe1UUnchG09gGQVivd9FlOuRZBAlgef37GHFihV8+tOfZmhoiFve/zb8MZkffOHn9DVsYXXkrxibO0Fb8DwqyjSvDJXRyvPsKR3h51OPIAhw3etfT2NjE+n5ebAddChIArIssG/kdhpq1zAx+yIXrLydTHaBkyOHuf/gt7B0gw8Gb+ExJc3Nt91GsjHAPcUNnB+4A8PWeLr0Pl4XOo5tKZRKJad5RSnH5258PX93931e4ndxJWupVHL8VKqFOe4ifOCh+6lfspxQbZJ4PE6xWGRi/D6i0VoGB36CJPmpa7iI9vZrnTL4rEEpb2LZJvEGP5IkVD1Uyp681HWAXEypuDkTSZI8NUelYlAql6ue8AKVchmfqnq7Rtu2CYfDaFrZU6gsnl8u6jcMA71ieB2b3Ne6HibpdLpqxxCoJnMdVO7aG4ND3WWzWa9YSJIkr/DI3TW4C5AgCOTzea8Owf2MOy85979HbfLy+OOxbOVaRElirb2JzyU/xO/rHqRzbilDiZO89uhbWWasQemVEBHo6WilXC6zbNlyahJxcukcifZGfCE/yaYGVr5iC8///GFmQjrNTRcwYZxiROjHuuRKfKMqkgzdfcsoaTqhcIRQJEShWKCxuYmmlmaee+5FfKqf7rY2jjz9NML8AnqxyLPPPce2rVtJJhKcfOJHWJUSF158DfsPHCIt2Fxw4Xnc9aN7mBqp5696N5II1ZPVZhlOP4Ei+pnIHGNZ/SVEo1GCwSDBYJBsNotpmiSXX+FwdP6gN4Hd9lauFKpQKHBqeIR5S8FngSor6HYJSRTQNJ1CwUb12aiqD6OsE6+JYFuGV87utpkSRBHslyLos2mWlw5XpfLS4QZs9zXAWb04Q6EwFU1jbGyMvr4+0uk0NTU17N69m0gkwsaNGxEECZ/qp6WphaW9S5mfT3NqfC2yuJJl3SCqjc7DLwlYlsDatWupTSaJxxOs27AWf62EX/KxYfsa9j71PF3KK+gIn4+sCISkNg5lH6LdH6UUsXnN9tcRj8fwKQoVw0KUVQK+AIFQEMsG1adyfuRT/HbvW2lKrCVogPqeB2m4602Mjr/Ahak+GmyVq32dJGsTHHxxHxvWfJSHCq+nPNNGzZHPML52imAw4Ej/bIvs7BzpiQmKxeJZQWYxqnWvmTtEUSQUr0XLZWns7PIaQTc1X8WBfe8EbNo6dtHaepV3b30hUIMipgmWZaAoPkRR8KgHN6j6fD7A6WUaDofx+/2Uy2Vs23YWHNtGkmVUWUJyaZDq/XUN0FwttuMZ5Sw4LrXiqI8Mr2JUECXP4XIxveZaEc/Pz3vHcAO+W+nrUiCqquKrNnRwj+WqUVyk7SbvAW8Rsm0b+SV1Dy8dLwfvv2DUJutp7+ylWCxi2zbvOPRRQsEgJSNHYD6E6lMRfE4SRhBsfJKjOw5HIiwsZLEEAVEWiLc1YWLRkvfzjonVpLsVvj71edrqrmCDfDHh0yEOh3/C37/lFlqa2jl64ggHj+9jayhHQdfZP17k0YcfZXBwAEGU2H7+dpS6OqR0mnf/1ZsZ23ecg7Oz6KUSZVuloaWViYlJztt+LnpFR9NKpMbWMD/t5547i7zrEwK2WGZz57VkirMcnXyM41O76a3fhixHPeokGAzS2NhILBbzFCmCIHio3LIsdF1nfGKat37rt7zx3BW8/+kj/Opdjhwsl8+yadMmFubnkUSByfFhCvkcy1ascFBPWUOSHQtaWfGdUZQs4rLd8vnFipJ/T0bIH/387HJ7s+pkWClXu9crMqJPZceOi8nnCszOzVETS7By1VpOnx4mX9A5NXCakN9HY2MLJ08N0NraSndvL4cOHWI01Uy00UmkiZKEVXGQ3ezMLO9+93sIBEMMpI4ynh6kMdZJb1+ZcvMfIHmaSKQJWTVQQwmKNTWsNLZSrjr5SaKIoir4Q1FM08KqViPadoV8vsK2njv49a9/ya6rYHYig5LWuP7VH0I2YPDnR/nwIyHs3z3B+dvivL/pEnaKh/nlA3sZ102eWDjG+vXNRCIhAoEAw/teIJJMIggCdXV1ni2vaZoc+d3DiJJM+MKLvQDo0gcda9by+7t+wLLN5zhXWhSJRCKce96dCGJVa11t2qH6FELhAFpJxzBML5CGw2FSqRS6rntoNZ/PezTK6OgogUCAUChEpeImK0VKxaJDnfh85PN5ADKZDIDHn9fVNRAIOFprN+eiKM6Oww2swWCQhWzOmx9uQtF9XT6fx+/3e7pvp4eln/n5+Wry20Hf7oJQV1eHoijeddJ1nXjcqb7UNI2SplHf0AA4qD6VSv2H5fEvB++/YPQtXeVsJQ2nokrERhRsVMGPokpgm053GVHAMkwQBTSthN+vIisKFdMiOz3Pgft/T9eaPtK/PsRVNauQJrPkYwukgw8Tbno1J6YOcNsbrkD1+ZAEkeGR05w4cZJXXSPAlEXvyr/DH0+gqH6amprZI9/D+vO2EAo14P/VfnoRaO2o4+gSldLcCGVBQNc1NK3E+MwUuWKBpp4xKkY3N76jmbGZY7Q2tQNwYuopYmobBWOOVGaaoJJAEAR2797N+vXrSSaTXhGCm8hxE5yVSgVsm1u/+wCXLm0ip5V5+7krmCpU2LCkk1w+TzqVYnZ6hodO7OHZU0f4/OtvAdOgXCohVb3D3QYOgiB4OlQXUbtoyAvo/07g/o+CuS0I4KIsy8K2oVIuY1kGkiRTE08QCIWwLJvW1jampqYBiMfjVHQNG8cuNBKJIKVGqM8NsWnTVWSzWVRVJZfLEK2pwdB1BFugXDEx83kSYjPRWANzS+bYtGEzlmVTMZwgXTEAQWQhk0OWZEf/bpjIioJtC1VFguwl2kRRQlZULFvj5ltvJjObR/nejVTCTs6hUChgntfHxzaF+fQdA1y5s85xxJMkNm1uYs+ecV7xijUepytJEoGaOMWFeW/n46JCwzAQZZl7P/fPrL5kp/cz27ZRVZX5dIpwPO5J4Hw+BdMyMS0DLDx+V9M0b1dkGI5niCA4jYndn/v9fq+LkuvT7SYF3SSgCxJEUfRoh0ql4gVwlw4zTdPbNdq2TS6X81QiLmftWhkvfg+XDnH5aMMwPOWIO+9caaCr3XaP535GN0npXkP3POEMj55KpbzkrHuuf268zHn/BePj//QlmltbKes6iiwTCgUJBILVklyZctU1zbAAy8SvKt7PbdFxTBNEEcE0GD/ZT6K5lgcf/C0Bv48XX3yObdu28uADD3DNa67mlVdciaZbPPnkk4gi6DOTvPKWLFJFxei4nYyqcuref6N2yww+q47Bqd30hrZhj02zdLCPu0YP09nby/Hjx7lkR4UDByK0dy6nuaWF+YV51q5Zwz3f+ArnKgus7FUZa6ijJbmNcvd5CILAidRj9CbOw6+GkVWFqakZYvEY4eoDBXiT3UXDpmmCZTM8NsknfvhrDk/M85lrthGSnGbDxbxjEHV6dIi9xhw5s8znb/hftCQaKFVMEERExU+1iA25mjhaPGcX/1+sGgL9R8N06RLbYWHMSgVFdrL/xWKRgN/PFz97kolRjVBEoliw+OTnlnh8uLsNT6VSGGXde8DrGxqYvv9rBIwS47WraV6zlWw2Q01NBHBsT0XxTGI2l3MMuhTV5wTuSgXbspEVGcuysWwbtWolUCmXEQG/L+C1katUzgQWv8+HaZkIkuHI4RC8IL+YNgAQBSdJOzExwd69e+nt7WXVqlUeLSLLMpquk02n+eYtb+ZvfniPd63dxLKqqnz7b2/lhk9/Hp/P8Q9xk3BHHn+Uuo4uGnv6qhSM6dn2ugHMtm2PStD1MgF/8Cx5nW07lq9uXYArFS0UCmfdd1f1UV/v9FZ16ROXanGDu6vz1jSNQCCEJElVnX7F45hd+wXTNLFs21kMLYtMJuNd52Kx6HWSkiSVUslJRp6pAHWSke5C4xbmJBKJsxqQuIHfSYw6uxB3gXIXiFAoxOU7z/+TnPfLwfsvGF/55l3Mzs4SjTjdO/w+H+Fw+IwHNWBYFlS1pS7n5ZXVgpNBN01OD5zi+OO/p6FkML+0lePHj1Es5FizZg2Xv3IXml5maHiEru5Ouro7uf1fPkNP+FJM20BpHOVnP/8Zf/u37yZRX8dA5KesrbsaWyvTEV/Fg6e/iDCTZHl4FZq+m3weYjUCseQb+NKX7qC2tpbVPd1MHz3I+uZ6Old040/WMt8eo2hkUIQAyxt3UDYM1GCYSsXAsC1UUUQVz1Q+upWN7mdzStPLyFUt7qlbNWpvNZn1jRIMBElEa3jmmWf4cX0z6ZVhLMHiu1kfjc1t5AslQpEIM7NpVNVHtCaGWW3e8FIJoHMd7TPFHH9qCA7tUqk4pfO6pnlyLXcBymcFvnT7KT7yTz1n3bOvfnEIo2Lzrvd3e7yo81ZngqO7HXa72y/ezouihKo6pkXFYtFTKyiKgq6XsYBoNPpHFaTuZ9VLOsFAEJ/Ph2FUwLa8IAiLdO3imWYVixUWrpZd13Uss+KdZ39/PxdeeCHZVJrs3Bxty5Y6AVIQ8fn8zAwNMHWqn81Xvtr73G6QyszN8oef/ZiL33ard85jhw/ytVveyKefOVBVaghe2Z47793grJV0/D4/wVDI8yDRdZ1CoUAgECCTyXgVi662uqWlhWKxyNzcHHV1dei6jq7rpFIpRFF0Oq9XP7u70LryPjcwg1MxnM/nvXOyLIt0Og04OwNEyTsfF3W7Ado0TVTVD4gex53L5cjn8yQSCQCy2axHNblAxv3cbrCvra11/i9JjIyMkEwmCYfD3q4kEAhw4fYNf5FU8OXxJ0ZpJkJI7yMeiyFVb4ZPVRGwMY0KYFcLA86083IDgrfdtyyMSoXKkX4uLfvoFQOsmsgTCUfp6Ohky+attLd3UtLKjE9McMkllxCPxWgLfZKxo03MDdUhILB9+7lksln6j5/C0mHkwBSj2gECYoSAEqFBFPC/cJLHH5VpaJCxaKCvbykXXnghzU1NRGrraVq3BXHtuTw8mGNaaiaqtbOi/jyWJbcDgkP1GBUsy8YnKwg2Z7n/wZn+lO5kTyTi5AoFph/P4W+USH3VeXDmZmeZmpmmqJVIrwrhXzAI6jKFUgUB6D81QCQcY3R0lMefeAK5itjcBJCbKJMWofHFgVsAjx+3bIdjFQTHh0NVFARAVVWy2az3cPp8Pp59Zg5/QPIeVBcdveKKOhbS5bMWDdO0PN7U9U+Zmpri6NGjjIyMIkkyCCKCKGMjOD0bcznPSjUcjuDz+aH6Xu5xVFX1Co9EQUCRJAI+H6oiO1RctdcjUC1KEZGqRSiLk2uLg417bMuyCIerYMPvZ+PGjQztP8QLDzzMiT17Of6H56vmY06pd0vvEp6++wdnOeG5FFawJsaBRx+kUuWKAXb/4Ds0LVnu7cBsbO8aVsoVSkUNv+pHkVQUWTnr2SgUCiwsLHivd48pSZJ3z/P5PIZhEA6HvYDo8s1u4tLlrOGMhto1Q8tmsx51IQiCR+G47xcKhQiGQgCehtzv959F9QiCSLlsePSMbdvev+FwGMMwPF7cvWYutaPr+lnIWxAEr3o4Go3lP51HAAAgAElEQVSi6zrJZPIsxcmfGi9z3v/Focp+hGwrqk9CMTK0dTkTy304oIrmBBHLDSq2hWA7/9q2BbZVRWYS/RLMdTcQn5pl5ZuuZfPh4/TfsxrzwkmGT4+Ry+dpaW/hgZ+ZvPBkPZsvzPBiZZr5VRPcd1sMKS1y3l4/M9o+KobNdP1jbAvdyNPjP6Mr28ySHz8K5Qp/1dpOqOsDRMJhDh8+wtWvfg379u5nz57n2bBhAz/56c9YuWw5Fa1Iam6a5194jkhNjEt3XY4kK2RyDhdYKZWwTANBONtAyG2BBmDaFmWzTFNrMzTbTG+eYmhoiBolSvrwKK2v20VzMkDs/if52iXbWX/f03S+6QaKlkww3sDk7Bzd3d1IkuT5m7hct/vwuTy3IMtIlksXOIuHIDv3QBJFKoaJLdooig+tVPK8JWKxGJOTk95CcOp4kQ1bYs5nsGUGBsqcf2E7dXUVnngs4zWZSKfTlEolgsEQtg0lTUcQRJpb2qirb3SQpOrDtBw+dzGiFgQwTAtJcDjWeDwOto0iyxSKRSq67miRJZlAyE+xWEBU8IqK3GC9+Fo7OxILcZGiwQ0OPp/Pk6bJssTs7CwTExMUCgXWrVtHURFZe+lFpMcnaenrJhiLeWoMxefjxs/fwZfe+Dre8sWvowZDZyFRvZDn0e98nQtuegv3fe6fuOLdHyDR1OIUywgCgu2YgAmIzoKpqAiCiCjaHprWqolAN0jm83lPFmiaJtls1itucRcFgPn5eQKBQNUwyyIYDHro2kW3LgKfm5urJhkDFItFj6Jwk5qLAcFCNotl2USiEURBIJvNQZWGEkWZctlEFJ2FYrGayaUNQ6GQdz6LFSmKongLkZu8LJVKXlIT8JKeoihSKpX+bAx6OXj/F0fZ0AgmNIpzEerbnZsTCATOWmlFUXSQFzb2IlOlxYUDgiBQKmmUyxW2Xv5KLLNCXUMDI58NoJbrGL6vgwu+KFOTqCGbz6LaBcJhiaN7g3QtfxVS368RjFkIKtTXNlFOzTBXGmBl4koOZR/Etm0293wQ7apaOHWc8PVvRCtqxCM1YAkMDgwxOjqKYVj4A0HWrd+AYFukF+Y5deoUTz79DB/44IeoVKrcoWEgqWo1iWh4W0J3crqIUJIkEskElm1SNgyKuTy+gI+uni7E2+5kiWWRL+9GXz1FU+onfGJyDdI569EqJumcRmRKQpqdJLS5E1mWziQsFwVsy7YxbQvTdPhJzCo5Ltgggm25xkYO8hUFEaPiJJuy2Szj4+MMDg6iqiptbW3U1NTQ1VPDoX0ZbnnnJr50+37e8JYedL3MwMA0Q/1ZpqamvASUjVCVHILfH/DUFtFolEKhQKlUwqqeA8KZ8m5BFMA+s623TROpem6SIKJWA1koFCKXy7K4vdvi3dtijbJ7XDfp5gaVcrlMOBymXC6TzWaRJCdB19fXR11dHaZp8thjj1GfTNLQ24UaCmGZjmrHTdr5QmFMw+T2a17Jh+59GHVRE+gVF17CgUd+y4u//iVqMEhb7xJPl20YBmo1YLnujm4Adq/F4nJyTdO8gijbtj0wtLhi0U1SmlXXSF3XPWWHO/cWa7/L5bKXSHd3aK66xKVEXJmee72CwQBy1Sdcq/qMmKaNZTm7Tkk623fEPXcX+WuaRmNjo4ey3c/g9/spFApV6ssgk8kQCjll9/F43EPm7g4pHo//2Rj0Muf9XxxvuvVt7HznVvxDrdTVNnh+HXCmjNZNRrw0aIui01DVskxEUeHwkSOsXbum6sthc/LkCTqaerjze9/nhhuu46mnH+WinRcRjdTQ2NBEIV9i/9NBlMjT7D+wl67uFnbs2MG93/ghJwcGefUbrqOhtZmR08OsXb2aZ//wB1YsdbrkbNy8mYpZZnRsjOHh07S2thGJhFkYGiW45xTWwBjKRev41fwB6rYHeOQrL7JpzTl89GMfJxgIUyw5hjwWFoZpeLIoT4u9CInYWCA4HhICAkKqgPbxu1HueAv++RL5E/sZ/f2nMEM68Vd9lbQus3LQx8CKerJA+0SW6NZ6In4/6WyWcLQGywBEC71sQNVg7sf7fsjxmaP4FD8fOv/DSILgJIOrRUICDgpVZAVZFfnFL36BYRj09fXR2dlJMpn0ijhA5JtfHmRmWqOuUeWmtzUiCAqfeH8/r7yqgYsuc9Q2ml7xtsLg0EXuwymIIsFQ2CuzdhQzVVc8y0IQQBBEBCSHt7QsR/ZnmZ4u2i1uKRaLTmeYRTkFZ7djeVyyi+bmq0oFl7ZabCHgUgmPPPwgra2tzM/Ps3LlSvL5PJFIxCu4kSQJTa94u0d34XDv7e7vfJ3BfS+yMDWBIIqEa5NEk0mu/9TnCAaDHnBxEW2gSme4/P5Lk3WqqiJWdwlusNM0DUmSSCaTKIrCzMyM91l8PqfpgWvPCg7iddUZuVzurOe0UCh4iUgAvz/o3TeXcnHPyd0JROMxKpWKp0qRRBlNK1d3BEFqa5P4fD5M0ySdTnv32T2WW1Xs5ghcxYyiKOTzeVKpFKFQiPr6evTqwlIoFCgUCqiqSm1tLaZpMjMzw5vecM3LRTr/naN1dR2rrm0lnRwgaavkJ0PeKj8+Pk5vb6+nB12MuORq8YAonmnKa1oG8USM8YlRenp6KGs67e3tzEyN0dHVQHphgp27LmNseoy2tg6y2SyGYdHaN0MuHyI9n+a6LdcQDkUpjzzPhuheZhd20NhST0N9kief2M3U+BTnbD6HjZs3o5d19h88yMLCPF1d3fj8QVRfAK1iEc4UQZWZ+/1e/B9dIKuJrHlPjOi+EPFYHAuRRDCIbdqYWMjKGUmgyxm7/KrzcFblTpaDTy3LQrQshGf6yf/kaYQPXUnk3uXkVtWT1n2YhsHerhDn75vgiaX1NKSKZMsmgxMDlGaifO0jR/jAtzZQ15EnGPBhWhbffu5bHJk+wobmDRTLBT726If53OWfw7Kc9wsFQ5R1h29NpeY4eeoEK1asYHR01EOxx44d80qUZVnmr96a5B8/eJp4QmDfnjL7X5jhHe/ppbPb7ZxuUjGss3YDeqVCNl8gFAphWme27Y4Cplx1J9SqiE0Ey+XincSTS4WoqkpzczOCIDA7O0ss5rgdipLj9SF4yfAzEknAQ6Du9y4qdwOboigE/H527tzJ5OSkl6B1+W9ZllEqEjWfnyB/YwNCVEAvl/H7/BhGBb9PRVFUdt7y1xTyRcYGjhMMBIi3tHv8rLPTsDyU7XL3i+0H3AIYF41ato1QXZjc+ePSGp4aR1Hw+XyMjIywdOlSVFVldnbW01onEgny+TzFYtEDDi5idncorrd7uWx4nLQLOtxuPG4ZvltA4/HcJcffxNldqt6uwt0BuMdoaGhgbm7OayMYDAaJxWKUy2VisZhHCbk0lquMcXcF8/PzJBIJ71r8R66CLyPv/8IIhkJ894c/orCyn9CxPsJqzLuRbnuvZ555hle+8hUkEglPgub3+SgWiojCImczTDS9RNAfIJFIONrTaql2Ihbj9OnTlM0KtckEPl+A+ZQjr4pFwvz6N79ixYrlrFmzhsmRYUa/9wVKyj7WX/yv7JscZc255yB1NvF4nc76Q3lKI9McO36MuoYGNm3ahGlazMzOMD4+QaI2QXd3Nx//2Ieo22Ix+MQkHVuaaN4RQghbfHrLTxElGWwBWVWpVCkTT1pVfUDdirFKpYIiO8FrYWHBe1ClY+NYDx4gs6WD4J1PUbxoCRPr65j7/TGChzN0v28XxWAYw/QTknK88OwzTM3OsPen70BVK4SCC3zi+w3IYScgfeSRj/G+C97H3Qfu5m/O/Ru+/fy3ecumt+JT/ExPzTI0OEgoEOLggf2cHh9h+fLlrF231jtPt7tOJBKhWCzyjmvfx8e+8H46l7RTKOjMp3IEw86D5TZSliQJSfE5tIld9UkxTSRRwDQNbNsJmqKsIokC5XIJSRSx7CrKQ0EQJERRQpFlrCod0NraCtgsZBaYmZmms7PTK9TQNM1LkLlyPidoyJ7KBeGMk6KbE3CrIyuVCqOjI0iigF4ocergSc6/9EKWrF5GJBJx1BLZPOYvR5mI5difPcEb3/pmKhWDcrlCuewqaSpIoowg4VU9uslGF2EahkGxWCRZW+vtyHRd9/TbrvbZAS+Wt8gtnj+Ah2jdYpyRkRF6enpIp9NEIhGOHTvmdY531So+n6/a6KCMoigkk0ngTCLd3WEtrqpdWFjw/rZUKqFXHQod/xQTo2JiGKZDv9l4gb1SqXgJ68bGRi9ou0VL5XKZ2trasySILkXj3qNMNksoFGJhYcF5rmNxZz5ZFsFAgAteVpv8947Vq9dRKdk0D2+FslOp5SKt/fv3c+LECQqFAplMBp/qo6KXkRDQS1rVzU5AEB1PaVlxilBisRonMSWKmKZBsVQglUo5umOfz0GQmk5ZK1LWigRDQfr6+lizZi2ZTIaFfI7kmosJCDuI9ia57JoewtH/w0l/mYoo8lSPTDafZ8Wq1XR192BaNu2dHURraujt66WtdimTAxlqomEs26QmWUNu2HnoRdlBVqIgeF1o3Mn40iSSu/Usl8uUNZ1iLs898/eze+ZphkdOM98SxhhN4bvzSVKvXMromgTPTQwh9hfJhX0UsgVq/QJjx5/B0Iq0d3ZQE6vhbR87iV72895v2phyDp+qIgoCxUqBdCHFWze9hbxe4HT2NOVKhXQ6zcOPPIgsy8xMT5FOz3HZJZfQ29dLuVz2svtNTY1e8ugf//Z2+lb2cPtHvsT8/DyGoSEpDtKORCKesVAgEMDGpqxrVMoasiigyA6d4SBFBy0qkrPTUhUFsVpB7qpjnIXPoqzrmKaB6lOQZAG9rFGplD205l5T127UtShQFMlpumFUKJd1rOqC4VImbnBy+edKpUIum2V4eJiFbBbtSJ654VncysFischceo7Z7TI/3nsvXX09Hl+8sLBAPp93qAZR8vw/XEtTt/EA4PHTbqViqVTykPZiC16XuljsW+3SP+6x1GqRViAQ8P7v+n8sLtd35LlSlXoCUZS9c3BRtqv3dmksV7ddKBQ8usbdNbqvEQSHl9M03fveRegu8nbnkW3bXlLdlSy6FsguhZRIJDyu2+XXFUVldi6Fbhh0dfUgyTLlcoVgIEBZ//MJy5eR939hfPZzd7B8xUovGeH3+1FVlenpaYLBIJFIxDFcDwVJp1MEQ0Es62wnPMuyMG0bOSh7ycxCroAkSIRDISzTYs/zz3PZZZd5W8Dp6Wn6+/vZvHmz1wvPecB0RBG++rWvsuOiHaxd+U0EK4SauQYt/iMebL0d6eHDLBwd4pZbb2FwYIjHHnmEq19zDZWShZn38Yd7T5NsDdG9QSKdH+CXI9+iaUucU/emuPmyD3JubQD7qV+iXPd3yE0dZ6k+XE7TTTY5WmKLwYETHH5QIPvQOlKXvsiqiZUseecAcvW8W1ua+flzT7Lq0I+48/zPoBUzRPR53lIbQsR50Ds7O0ml5mh+7zmcOm8PT4Z/y+bNmwmHo9Q1NFITjfH5Z/43GDBenODy2KuYPT1DW2sruYUMAZ+PgVMn2bVrFzUEOXjH/Wx977XULG3le//2feLxuLddbWlp4X9/+Gv89cffzv6D+1BVlVefdy6n7voeTW98O5lCwdOTq6rfQ2tuotZ9wJ1FzUDXy4CNKNlYloGua2A5igVRlJAlFUl2dMiJRMJTKViWxdzcHLFYTfW4Z2oDTNP0yrFdzrhQKKCXDQ8Ju052blGNy1kPnZxDrxhkho4w8Nggm9+yHc0qs/387Z5yQ9OKlLQifp8TMEslJ8AaVZpIllQnMSqdQa7uTsC2bW+Bm5mZQeCMiiMQcFQeix30MpkMwVDIk/m5CU2X/ojFYpRKJe/1zmfXiUSiHjXnPmsuAnZtY93fu0nKUChEoVBgfn7eSxK67+fmA0RRpKRriItb7plOXYCTLD1TyOPeD5d6cb93FS/lchlN03joo0cwTf4ve+8dJtlZnfv+dqqqXbmqu6rTdJgcNaNRQhIIJCEhYQmBhBDGcMDYBh3Z+GJsfDAYDDYXbGOMjY3xse/R8QUbBFjkbEABgbJGYWY0qSd1rq6cq3a8f+z6du8WAmEf/rCfq/0880yHqq6qvb+9vrXe9b7vYv/lo+y4ZRPNpjfcol5v0DVMJNVjwmTTGVTFYxKl4jEkyaVYWOaW17zqecz7F3lMz2z0MwlBaRIluLiYkiTRN7ro0QiOY/s3WvCQJInIAEMz+iaKrGB2+9ghLyCMjo76M+/Eot+7d6+fhQjjdkVRkST4vd/9fRRFxejtxpHfQif/UbT2Vk7+4e2cOHac1/3K66hXazx24CDffdPv8eq0hXn0DAf+bYGLrpug1zaZO1jh0hv2cPrklRS+t0xkUWZ4eBj7H34HefNe+u//ZZQ//gx2ftpfxCKQBNkErVaLyoN57G9uQelKxHYvUbvrPI79/TQX/2GLer1OpVqlYDr08ucztfBnJNQWBgoPLia4+cL3UVgp0G63Sc4O4yRMNt93Acff/DgrywW6vXl2OdDrmbznqvfwsXv+mmu06+k3LMbGxpmbm+PQE0/Q67V5yYsv4967v8/MIYVtr7qU+//s82x87YvYvn07qVTKL+cNw+ADn3gXpmlx4vhJDh06xK4jj2HVqpz5wmeQL30JqUyGSDiCJHv0xdHR0XU8X1GNGIaJZdlIkifKCIU8eESWFFTVy6I1NUREDzM2NkY4HAI834/l5WXK5RLDw1laLY9rLLI9kfGJaqdarQ6yz4SP3YpyXnhsDw0N0e12+YPf/QHpRIj3jg8zfPMlmKbJrn27sCzPBMyyvOuXzWRptzuD0WThQSAUkvwQSC5aaI1VFKTKeeyp7qC3szYI+pnmT4CP3wtopdVqPava0RNCeZi/UKqKgNntdhHTaBzHoT3YYMWGIX4XNIISUnqhrhRcePEZxIxVCQlroGvwxpetUfwEj1xUJyKZEhBOvV4nk8qwaTrB44eqRLMRWq0u8XiSbs+gb5gYlk0mlSLHsFdtmQ4jqWEsy6DZrBMeCMh+2vF85v0fOL79b/f5GLckSSwsLLCyssJVV11Fo9EgHA6hqQq2ZazLNIL0QAAG4jORIQi6ncgWgoKIZyoXg4o5SZYHMxq9zKNcXPVGjfW7lEpF6tUyzWaLifFxhodzPP7wQb7w8jfwV+0jTIyOEotHuf2DDxJL28xVvomux5jYMMXO3XvIR1Wyd/w5mb/9Nr1jh2g/9H2kH30V+cNfwRTii0ETDzxhQ6PRoFIps/D5KToHR5n4vR8RaUwx97UsYTnGvg+cptls8uTpRzH1z1MoXssmeYT02BAlPopSeTGt+ENIrsNG520cPz7Liy69jKSaYqW7QrvT49z951Gu1jhy9BjDuTwdwyIZj/P0009j9toMZTIceOR+kqk4V5zdgCm77H/vzRz/5gPEX7SVcELHxaMROo4XJNrtNksLS4TDIZLJJItLC2yKRWjNn6E5sYFHDzzN5x+/hq2ph/n6p38Lx3FYXV31hxWL6wWAK9FuNzl+9Ci7P9Hi3gtX+PU/fzsLZ45Qr1U478KXkUwlfQWnwGNt26Zer9Pv9ymVSj5bQWzk9XqdRqPB0tIS27dvZ9OmzYCLZXtle6VSwTRNVlZWCIVCLC0tMTF5Pu/4vScZtwq8afcUuftLZN+2GeXqLKOjo5TLZSKRyECA4vosDG+T0YhEdGKxuAdFyBo9o+tv1OVyGcMwyOfzfj+g0+mwsrxMJpPxB043Gg0mJiYIh8P+qDBRgQl2SSwW81WPAjbyGv9rFDpYY8AElZStVsuHlYSQJ+hKKJSbQqEphDnCAMswDJAkWh1vQw6Hw5iGt1FWq/VB8hXx5e+AD5WKBq1gG1UqFfbu20+326Varfq0RUVRWFlZAbyKRA5rAyzdE2Rl00narRaS5KJHdHr9Li+/6ornMe9f5CEwM6H427t3LxdeeCHtdpt8Pj8ofe11FzqoJBOHFPh7QdUlsI7vGlRbiTJYZCWKomA7DuGwjmFYfnYDUCyu0mzWmRgbZXpygtFcjqd/rDE6dQ2fi1fZsWWz5xl+6iRj+5/kv/1Ok5OzpyitrnLXXT/gzi/eiWv0cVybVqOFtXga976vYHdauJKXAYkbpVar0Ww2fapXKpVk+ldU6MdIRIaIT/XoHM+y9VVexpjNDhHK/r/UVy7h6Ogl/DA7xv+Wx5Bsh+U5g/OGP0BldSetcJvcyDD1dh19RKdYrpHODPHUoUPUGg0y2SGP+eHA2bPzPPnEUzQaTZYWF9m6bQt6JExpzCKCSs+xCL94M5FUgmgsPpA4Sz5uK9zv0uk0w8PD7N27l9imLUg79/LZz32JLz52IcORUxyv7fdx1Far5asCYU3WbpkWCwvznLr/ENuWM1zyvSSlYpFvffWTfOULf0E0GvZ53l6m7uHH9Xrdz5gTiQSJRMIPauI1S6USx44dG2w6DrKsUq1WB+pNb93t2rWLbDbLkSNH+Njn0yS2X87saoNP/+g4o+/YTuzSnM9+CIXCyLKCrkd8X45kPInRMtFMjcnJSV+VKGTgIvsXzV6Bywcb9/F43MfUYwPVojjXYkBBt9ul0+n4sIWiKAHaJhiG6QdzweMWOLnAoAXtTzB0FhYWfIxeBNdoNEo2m12nFRBzVcVnUBSFTCbjJ0rextL34bEgzz7INRf3YqPR8Ic6iMatEB9FA9z4dDqNHo3S6bSRJJd+t0siHqXeaNDrdb3zJkuDmZ4//Xg+8/4PHPd9+J8Yue9pTr7jFSiKF0xty/DVc0I5CeuH6YpDBHIR4IOHZVn+yKag7FdgoeL74N+1bK/cNo0emqZRrxY5ffo046M5ZFx++xv/C+k1l/CW2ddhDQ8jqzJytcU1O2d59NGHeeSRh9m2I8uXvnqSftditdhh/zaFoXyS3efs5byZKc4/+wjmBdfgfvXvUXZfjPHad65jDYCXiaysrLC8vEwopPHg9S9lQ6dH9JNNpLMduOhRarUaW/Zu48jqh/jMt15L17D5/DtfRK1Wo9GsUpY/x4t2/Bnfb3yFR9R72HoogSSXuHrrn2PaNkvVGh93ojQ7Jo4k8ZbGApKrsGnTFsx+h1azzsm9TzE0lyO1GmfHjp30jD66HkPVwn6WGYvF/JtJ9CwkBP/ewTQNJFk4vpmk0ykUVefT31hl+xTsnNE8SCeZ9Dn+godt2za1SpXlf36Myx4Z5mBskeuOb2P5K5v40Kd/jVp1lde98X1c84q3+FCIqGAEG0Ns3qlUehAobf88a5rGN7/5TV7+8pd7ghfWIAsRxMJh77OeOnWKTZs2oSpyAHvu+utQBHsPJ+6wuDzH0fQjJB+aghNQXijz5n/8DUqlMrgecOHi+llwIpHwz5/ImgGiAzhRBGp9EJzb7bYfDCuVCq7r+vxwoaIU1qsezOEF2lqtxujoqE8jFNVpEF4JhUI+TAL4FEHLsgY9hDS6rtNsNv2m+rE751l5okL5dI23fu81noAK77o3Gy0Mw/I56oZh+f0JwTVvtVo+H9yyLMbHx4lEIpw8dQZZlsnlcriuZ7LVarXYtGkTyWSSubk5+lYXWVEYHhoinUpSr1W9XgUySGBZDje/4mXPY96/qGPHzt1M/+NduMNxMqEwrh7BMg1UTfUI97a1bod+ZuBeO35ykIDoVAuMLpvN+r4MvvAlsNmKv68iYbkWmqIi43Jq9gSm0eeeu57k0uteRu+2qwjVe1R3P8CFxfM5c6rKlvFZjh3p8PhjjyGh8LGPP85rXr0Lq9bGJMw3fnCE12yOMzk9zdDufZgnH4CvfRL5Ja9Guf7XcQaLV+CGAn80TYtzzz0XWZZZ6JnMRyPcfPU8lmHQ72/Etm0OLH8HLWzwwVu28FdfX+CzX17h/HP7HC2U0ZRR2pNt7tW+TkdusWvrhYSWvo6DhCvJ/IWpMxRyafUNRk4f5u4LQ9yoyITDGkbXpjC+wKx+nMXRRfad3M/jTz7F8PAwprVKKpX2A7cQTQB+ADAMg163S7PZJJ/PYZoe5TEXPYnabdGQLua1V8XoD7JkgX8K2GPNntVjmIR+aYJfzf4t3/7025j/8DgzL93Pbdm/oVYtcskLb6ATaDwG14nHytAGeLPpe6EIvDaRSHDRRRf560JRFILZjwhmqVSKc845x8Nx+30UxYPWhMJPBDnx+GKrwAHpXtSwS3n/SUIPjfDCX72MUsmDFSRkQuEQSPi0SdHjEfaqwY08Go2iqCr6QCYusm8Brwj4TzQnPQ2D5We53mbm+mtMQCACew8KiERF2ul0fNaKaH6KfpO4r8T1btfb6OMhWt/rMHnhKJZpIatrk+gVRSMc9tSV/b63WcVisXUqSJFJVyoVstksn/3U25iaPo+de28iFAr5G7uoRDRNGwiJvOcNDQ3RajZpt1r0+waKotEzTGRZQVF/9jCG5zPvf+fxwI7bOLH3XIYffJrztDK1Czezcts165oeopEXPJ6ZLQdNhLzvPS6x4IWKn/2067OOzuR4POMjRw7x9a99hV953WvIZFI8/tgjlMtF7pg0qVw8w5cq5zI6MsJffviDRMIq55+7l9VKjS9+/VFeeMlWZsaHWJw/TafXRJLD/Os3Znnif/w1lRw4pkN9j8z0zFZ6PYN+3xiU7Gv4/FppaPsii3a7zec+9zm2veoa7t0WZsOBR5nsfRHNfSUXjv0yH3j7QWrRBtPXxJHcPtH4BrakZ3nkgr9ng7uJrDOC/UQbfXUbkXCMOzefw39PqXxXU9lTOEs78UGSapPp6kcIKwnyw8P8S+52Xti4jHPD+3Ech8XFRfRonGg06qsIdV33J3iLjVFTtMFAWolQWENyDTZZtyHLFpaUI+yc4rj2WXrGWn8C8MUlIrg6jkN+KMsX57/B7U//AxNGglsvuY0rZ65GVlQPplA0zEEw8njUhp9RinUk+MLi/AYhM7EuNE3DccpP4eAAACAASURBVNcPqBBQjMjC1QA9z1tvA+GYCyD5gp65+RPUWjVKO45zEVeTVId9G1td13EdCUlZG14hsm9N03yp/fLyMvF43MeBxToWlUUoFGJxcRHTNMnn8z4cIj6rqB4875EosqxQqVSQJIlsNusH5H6/Ty6Xo9PpDGA6j5lTrVZ96buAFWE9n1tUr+VyeZ2SVNHChMORARRj+JCN2OiDSkzxXqvVKoZhkMvlWF46yj3f/zj9XoebX/83yHLEH5cnoCaxVmzHQJLwh0nYlk1uZIxe36DZ8mZXFgplbn3TK5/PvH9RR+VjN3Ltbf/EiRfup7RhC43Ld/s3saAnBcdCiePZsnDx2CDFzJvOvWYf+dMy92B2HwmH6HW7jI3keeUrbkBVFObn5nn8ySdpNBucF9/J+IPwrpurzLTqaN02sUiKYqnAU4eO0+5YLMyfoF48xROHi1TqDtFYHNeFL4d/xE2lF3H3niLNI2WyQ+P0+6b/mUXWKLBur/zuo2mqN8ggleYtt97GSbnHnrs+72UTqsvE8DbSwyZveZfKV/5Z5/5DZ7lgV5Z9ydNcsns3W+beyRfHP8FNzd/mfuu7EJHYuHETlu3yQLXGdNim9qLzKD96IbF2gdWlBrt2jRMKhbhl8Q3oegRH89gHjUaTXt/k/PPPp9vtsrKy4kMToi8hSRKSK+G6ocHnsTEtkCWDYuxP6XR6bJA+hm1La0KdAZdZNGxFL0SRZZqSQWH7Ji4Kv46JJyvsSp6DGgr52aiiapTLXmNSeHiIdRPEwkUGKYK4CCQiOIu1JbJAsTZEs06WZc8v2nPDRZZkCJp3DYzFkPDOT6+HHrmKfr9Ps+lBHLFYAsdx6PR6ILvrVIlDAyFOq9XyXfgEhi+c+gR8Ic5Tv9/3ZfwCtxYBV/CzBZwoPpcIerIs+xi367p+UBWvKbBwoTgN4ujidQWvW5wjSZKRJJlwWCccjmAYnvOj4JCLQcBiU1EUz/vdNE1SqZQ/vGHzlvNYnH8xihojGk3TbDZ9SEh4k4umtmF4sI1pmKiq1z8rlirgQrdn0mg2OX1m8WfGoucz73/ncc+996O2ephhDctxcKU1LqnIhn2710E2JL4Pwh+K4v1MlHSi7A7ywIMY5rpGp4BkkJAlCce0UMMqrmNRq9fo/dF3MR2L/X/3a4Qm0vxR75OsOFmWlRwtyeTKOw4ye+e3yOeGqDSbnDjjcuMvnUsqGeHEiWMoqkItOsbh4QmqlxtMFaJ866Z30qjUqTXaPrNCdNAd28VxHWzLQVZk+n2PjTA8PIyqqiwsLBBPxvjmw59m48hOFlt/g6RdTHe1Rsq6hEq5QTiic9HFF9NpdWi1uhiGhWH1OX3mFCWOktO3ko3mOXnyJNLevTycnSSiSPyGWWfDyBiaomLbJqosI0nQbjVpNhueL4bt8JKXXL5uugqscZTFddMUjUbDU7DG4gNXO7PJFuk99KXNnLZupdXu+o1qwYYQCkBZlsF1sE2Tj33sI0R/82qm5CT3fuDvue6667j66qtxXVhcWMIwPB+VYLNa3Iui4SyCk1Asio1SyKl1XccMQC4iGRABRmyqkiuvC+zB5reiKIN5kGEqtWVUJUQ47L1+LBan0+0iywq1Ws0PhkEPGyECElzqSCTin1/RAJRlmaNHj/pe9wInHhsbA/DxZ8GsCofDRKNRQqGIHzhFJl+v12k2m0xMTKw7ZwI7r9frfrMyFAqRz+cHUIq6bvNotVoMDw/7czAty8K0pXX3a9AMS/DSs9msL2vXNK/vIRq2AK1WC9Ny1jU4W60Ww80Clu1iTmweVD3eSJBYLEnfNOj1DPR4kkKhyOzsKSRZJp0d5fd/63lvk1/YoSgKVjziKSVtr/QUQcCnibEe1hCBXeDXwZJXCBwENiZu5HU3XwA/D2bj3n8uiiZjWiaqKqOpKqXpGPlTPXRJo+I22ehuQNGWeZoUGxoupbsfQgspjI7mWFhcYPumSWbPlNCo02q3QIKlHXtovMgm0YywkOuxeHYZ07IxTCFZjoK7ZnfqqducdfzZubk5xsfHGRsbQ5IkXnXpr/Othz+LpYbp2ivsvQIWHjpDKLyB0T0TVEp1VDeMFo5Sb5Vot1vs37+fhxdmcWsSQ0ND7Nu3D1lWuKBnMaJKZNNbvIDQaCBL3mZYrVYYyqZptbzZi/mRMT9TEzejUCwGN13BpxYZnuu6IKs01Fvo2TrtdhPL8qa2CHZCOp0eBDIb27Lodj0GQbla4Y3dcVKpFMdGx5icnKawUgLcQVa35kUu3oc4b8GNWkAPuq776j/hay3LMuFIxGdmiAzTt+QdVHBieNy6jUrTvOEQigJ4g6D1iIdJO443/Lbb69PpePTEoaEh3+pAZJOGYTA/P086nfbPh5iInsvlkGXZD6bi8SIpEfTK6elpTp8+7Sc9AiICfNMv13V9ZooYESbOiwiigtkiVJPielcqFWzbIZVK+f7toiIQVa5lWTDA0QUOL6b2CEjEcRxGR0fXJVuGYRCJRPy/I0kSiqqiaoqPu/d6PZI4nPfd20FyOfD6D9BwJPJDWTqdHoos0++b9Hsmx2afolgskUpnSGeylCq1nxmLns+8/53HF7/0dVKplI9NiqAtpLrB8lfcLOKCx5OnyQ3XWV2N0Gnv8EsvcQOLsi+4+wePICTjB3DW1F2xWBRJgng8huPYOJJDP2TySfNODtTb/NLXVXZ8bRHXMHjsIptwSKPRaJNKpTl4bJ4HH1tBCYfp9SxufeOVbLv0xRxomlw8NMxoOuaVmgNESJSza8wZx9+MZEWi3/MaZAL/BKhUq1S6Lu/6xgO8ds9fkpu5nvDiVfxZ9r1sdrYyJ53h1rPv8AQ2h5/ipS+9gqp8hkji82xLfmJdQyozmJFoWN6czFhUxx3gztVKiaEhz1OmUqmQHcr5GKgsy/70nKBApNFoUFhe4QUveIHnS2H2KJfLrK6usPcJicolQ7QiNs1mi2uvucaHHETjKlgxqapMqVQiHo/jumtZsW27eDa6P3ltn42RFNQHiIAlFIvCS7pcqawzRxL+IgLasSwLyfUumqcG9TB3cGk0G8iKRxEUZbzQD4gMvlqtMjY2RqvVQlEUUqkU9XodwzBYXV1lasqbdarrOtFolHa7jWVZNBoN349FZLYjIyN+RhyLxXx2krgewSlUXhPSC5LChjccDlOtVtm6das/LFi8TzEtRzCgRA+q0WgQjycYGfGcP+fm5ojFYv5zBdvItFykgYeBYM0sLi76Q7bFORb3ZXfQ2BbDkQW/vN3p0u8b/muI5OD8z/3f2JLCwzf+nlepGDaxwzb7u9v4lBsjnWzQyxxE0VWKpRKlUonR0XE+8Ptvfj7z/kUcl19xJcPDw+twOAFtdDod4vH4OmtYAZuIgHtqNkZIaxCLDWH01XWeCpVKhUKhwOTkJDMzM/7Ea/Fc0RALUvMEY0VCRpa9LFhVFcrlCrIseT7YjkOhl6dhrnJ0q0ZOtdnVjKF2DPTMMNfecA25XedSazSoFmdZ3HoW2ZEZL86gVxJM5cAGbBlUWYbBjeHxWz34R5K8TO7jrRgJyeGXKZFKp1heKfDY4wfo9fpcffXVnDhxmmKxSKe/l9sP/jWvKn+ZMVZ4Z/h9fE25k0vbl3Pq4BIH42mUrS9C6ikoQ19iOvUXnvrUl4SH6fW8rGx0bBTXdlhcnKdRq7G8vMT42AiOkx4MS4j6GZs4l4J5IAKerus4tkNmxw7K5TKtVpNYLEosFmPo4QbDrRzyD4tkrxlHujLDSm2ekdQEiuLdPo7j0Gg0/M283+8hyyq9nokkyZiGuY7pIZp+z15NSc8IYKr/PgW7ReDdAnMOTiUXWWuz2cRxHPRIBFlWiMUTWJZJvVIjl/PgLEWVsSyTRsMLqMJitdvt0mg0aLVa5PN5Go0G4HlzFItFVNVbu2NjY6TTad/StNPp+A1FTdNIp9MsLCzgui67du2iWCz6Abrb7bKwsEA2m/VHxonMW/iRdDpVAH80GMDmzZv9wN9qtXwGh7iPRCIkNpGRkRG63Z4f1AXXW2wYwkDKdhXajaZ/X0ejUWZmZnzYKsga6XQ6NJtNNmzY4M/NFBttLBbHdddgI0FzPPiG96Mi069XiMbidF2HTE/GMHukkiFGUjL25kkkWaJSqxAKh/zP/NOO5xTpSJIUkSTpYUmSnpQk6bAkSX88+HlWkqTvSZJ0YvB/JvCcd0uSNCtJ0jFJkq55rtf4r3Ls2bPXv7mCHFKBx4nOuQjuojQT/hczMzP0e5dSKY/5JbAog5vNJvfcc4+fPYjsRyxKEWyCh+u4uI644ZXB6zLAotVBwIe3hy7hEnmSmxL7iF64jZWLR8nMzHDpZS8lsed8uo6EnIlw5pwzTB7eyvTx7ZwYP0xrqIWsqaBALK6jyBLRaJRoNIY6GGGlKCqyInHIVshKDlnZ4bSjUW/UmZ2dpV6vMzU1w2qhhGXZGIbJzuo3eLl6nGz2hyzwRXQryjWFG7jQvYRD0RiabbPnqQp3LXbYMfQRdCk2uMlMYrHB6DAkksmUj0UKR7exsTH6/T4LCwv+jfzMSd0iExTnv9vt0u10B97PGvF4Ekny4ITIK3awMGOzenEMd3OaR/V/JZn0bBBEptloNPzA5WGrthe8uwaVcg3hZSJKbIE1B69/sF8S7H0EOf7B5nbQZEkoMxVFIZHwZPLhUAhbqF8db1Pv93uEwx5u3ev1fEGQ8FQRsvp2u+0PFBAZrIBtBLwjmDuNRoNCoeCzYbrdrl9tVatVkskk09PT/kxH4R1eLpdJp9Ok02lc1/UbmqL554mHQgN/la6/yYrsWzwuSFcEfNMs8bXgx4vzJbJnsW7a7TZaKOxvlrDGfxfXSbBbBFwkyzL5fN6HQoPXTFwHRZFxXYdyuYhpmcT0KDOpIVRNZWW1yP2PPsKRbIlKts/uV9qo57QpV8qUSiVKxSI/DxbxnLCJ5KUEMdd1W5IkacCPgLcDNwEV13X/TJKkPwAyruu+S5KkXcAdwEXAOPB9YJvruvZPeYn/MrDJ3ff82F+k4O2s8/PztNttLr74YiqVip/hiQspsm/v67WsWeDjy8vLnD17luuvv96XCYvnwXpWSRBTd113MFiKNc8UycWyTDwjo4FplKOiaDHMfo9kVMe0DMxel1h0lVi0REM9n8pSCzdrMTt+iPzyOKsj8+BKjJSnmDA34uAS1sLIjktvMJpJ1TR6vQ6RiI6mhWi3W/yrkcaxTYqHHmKj1eW6Sy7m5Owpul0DWVZYXFxkaXGZG258JaVSybPB1CRO9z6Mohi021mi0TLLD76aiGxzzsXnkEql/YnhQiknqh09qmMYPQorBarVMiO5HCsry1x6yQtYWlqiVquRTKaIxuIMDw/7EFZUj/psEzVA8QyFQpis0Nzwdhy62HM3YyxdRr1eR9NUNm6b5ultd7LPvpZ4YcaXiAvetOu6yFLIv/5CNShueGEyZdnmOmpfkOIX/F5ADiIzF6O7RNNNnIe19eWuC7aKotAZwCuiShT4czQa9SEW4fwnMl4xDEBsbGLSi4D1BE0O8Jt3+Xzed9AL+ruLcy6GS4jAHYvFfBl6qVTyrWfF88Q9IjLmbrfLxMSE3ywNNjJ9rvuAQQL4DV5ZVvzeBHiMMPE730NFUjAMi1Qq5XuspNNpfxqSLMssLxfYt+8cMpkMJ06c8LxLMhmiUW+UmoODLEuDe9g7R+1Oh4iu47oyU7kRhrUo8+06S+UKTx4+SiqZpF6vs7K07G9OO3bsoFAoENajyLLKe9/x3/7jsInrraTW4Ftt8M8FXglcPvj5p4B7gHcNfv4513X7wGlJkmbxAvkDz/Va/5mPqanpddS+VqvF3NwcDzzwANdffz26rjM+Pu7bPQYDdhAThTWvZeGGJnBDoVKLRqN+s0ZkX+J5wc1WltdvEoL2JUlijqGKZQ7GbMkynV6XvmEwlFkkHipRamwhOh0jXV7EakwxPXQeteGTmIrBWHuKSXOjZ13ruNh9A8t1kGQ8Gb7joCgq9XoDWVZYXS0QOvRdnogmeXhsMy9slnlBsYLjeCPCHMehsLJKMpliZWXFb7rt3LkTKu/m2NK9OPIqhbMzRMMm49nNJGJJX/7c7/cZHR31KxvDMHFxqVTKLC8vs2HDONGoF9i+9rWvceaBEsMbJV520ys9bres4Ng2ru3QqNf9Rpe4JsLLWVHyaCc/yGL3y6jlF/Dgg/di2za33HILalhhz/KNKE6Eaq26DsISNE8hRAnS3aJRHdMyURQJZ0DRCzbmxDUVsI4IRsFxYcHMMvjzoMDnmU1PWZbJZrOsrKz4VaAIjkJXILJR27b9YQTBLNSyLIaHh/3XPH36tO+TLUlro++CTn7lcpmxsTE/IxWVqfBqGRsbIxLRkSSFbrfvNe4GtMug4ZOY7xlUbormpcjUBbTk3Q+yzygRTVyBlYsNL+hHIgJ+td5CHsByvV6P8fHxdcOD3/2RBi+/rMu550q+78ymTRuRJJlWu44rOdi2heNKhMNeJdCo14nlOvR7bRKhGe579BHOmd7MA08fZmG5wOaNm2k2mozmR9i/71wSiQT33/9jxsZG/T6Abf/snPbnwrwlr4Z8DNgC/J3rug9JkjTiuu7y4IQuS5KUHzx8Angw8PSFwc/+Sx+vfOVN69gikiSxd+9ezj33XHq93sCEfa0JBuvVkMFDKK9UVWXv3r247prTmciEnsnxDgb/te/XOvR+ye0qGP0eWkgbZHwqsuximhbpbIZ2t0Ms0qUlXcn4ZBujo/LkZxdoL84ibQmx45Zz2KhtZzgxzKnSaVIJT5V4dPYoyysrSJJMJpPh/gc+i232Gd9xEcWTbaampti3YzfbcUkqGi8JZanVmsiyRq1aI5VKceWVV2GaBj+45wfk83k2b97sTUMhxvlTN3g83ElPQKGFBnhhtU48lmDDxBSS5E3/liSJiB5CVTU2b9rE3nP2sLS4iOvYpNMZ1G6PorbCVXsn6ZWrHF0pMD097dulCkgqaKjV73tw1Y/vv49kMkGnsw9Nm+e61/86NaKElSaKaaPZHo1uZMQzXHrwwQd9QdJll13G8PAQiqpg254FrGXZWHYf13VoNFuDxtqaZ4UI8EGWSXCTF+tIBFPhHyOwYRFsxRpIJpM+rKFpGguLi35TDda4ysI/RDRwRRYeVM2KIFcqlfyp5qZpMjQ0BOAHWtGzMU2TgwcPsnHjRiKRCMPDw8zNzWOaJplMllxuZIAXtzEMax1jB9bUi8JkKjjxJpVKEY1GOXz4sCeCyuf9TFlQFoW1gBDGgOeNIrj4okkpzN8ETOMNWXD9hEk4Ex4+3uJTd/bYvkmmVB/lwONn2TCqEVYVWq06Pf8+s2gfSPDQn1pcfkcPXIfpnSHq6a+iY9OdvZGjx0+TTOc5eOgo55yzh2w2g66H6XY7VKspHn2wy4bNU4yNjDCbTNJudygWSz8zJv1cwXsAeZwrSVIa+LIkSXt+xsOfTVXyE1FMkqS3Am/9eV7/P8Nx/gUXDGwzLR8aERmLwCzBXZcdPzMAi0PggoJuJMrAYGB5Zkktbixxk3rBW0GcWoEbShJoIW8ggGmadNsd1E6VY//rg1z50Tvpmn0kRSIe1XH6jxJOXM6u17j8+As2K5FFxkvTaJrGkw8/SSwaJ53MDBzX5AE9UKLX7ZMbO5+l2XtYnW+xb+8+MpkMpmnjGgY3xw1s18VwHJqNxmAElD5o7NWRJIl8Pu+fO4FrChwZ8AOGaHAJSKkX66PaGtlolLAeQZVlVldL4EhUq3U2TEwQ2TTD+PQe5tsJMmqZeHhNrBFsIAs4Q5Y9it3q6iqxWJSrrrrC96uYs0N8o5/n7ak28cFQAJHVWZbF4cOHyefzzMzMsG/fvoH6tEutVvVhD0kSw3EdgreCyM5FBu8G1ozYVMQ1X3uvXhAWmbXAeMVjBAtDcJDFehGNObFWxONFkAzSC4PNQwFTBCmGgt0hfhcc8Ltz505/LayulrBtxx/OLJISgXOLRMdxHL8pKJqzwSpXfF8sFsnlcj48KbJ9wcwREJa4N73ej7NGmZTWfMeFEZjHFIv7cn1vnXkj67bOKPxfv6ryF/9oo0cMrn2hQ6djkkwlB1axNiHNg/H+7Y9t1IjE8b/McMs/z/Dgw4/SlM/l0XufYPHY55nadRmupLBt+3a2bt1KsbhKrVplcnKKJ74LzYOjqNeFWBpfpbC8MpjC9LNj0r+bKihJ0vuBNvAW4PJB1j0G3OO67nZJkt49WCB/Onj8d4EPuK77U2GT/wqY90MPP+5DIWtCmzXZsVfqyv6NEWQTBDMqcWNKA16puFHE759JEQyWzQLjBLBtB9sUswHDg+DgYX6O620wkbBGTNf45q+/jOzWc+gUl3jpR+4AtYTTfQIXr8HZ6U+zuKqwuOjZeOZyeSrlGo7jkkgkB3zi6CAwqBw6dIhUKk29XieZTPpls9jcbNvBsmyOHT1GJKJz0UUXUq3WPH6tpmAMsiURCHu9HiMjI34G1+122bZtG4VCgZWVFXK5HMdysyi2zE5jM3omykPdJ9hr78aqe9kSjs2DD/6Ya6+5hh/e9ziZ3MXUu8NsnekxPdpaozEGGn7icBwXWZaIxsK0OzUMw+Dw4cMMTczw5cgLGVf7pCMSU83T7MvrfkNZ13U+/vGPc+uttwa8tA00TaVW88amZYeyKIrs+VbIKq4r+1TBZ/qR+PBHIOMO9kyC7/+Z2bmmaSSTSb/BVq/XCYfD9AcN8ODwAUny+OxiY6zX636TTgRMwWoR/GmRtIgKoNvtDZw1PYqewLlFQzaYOUciEXK5nD8cuN1u+zAN4GfAtZp37sUMT0HBVRTFt1YNViOy7E2sCXrJdzodf4PwvsYP7OIeE48Rf0ePxdG0EJ1Oe5BQrA0mFl4rqiQzNjqK4ziUK2U63Q59o08ynabRaPH9G2NMv75H/YkQ8dcfRw5pJJNpvvPF/0mnZ4Bj8aKrX4MaiVFaXeXyyy/HMA3CoRDLFYfCPIztkTFX5nEcFcN2+Ow/fYIH7vu3/7glrCRJuUHGjSRJOnAVcBT4GvCmwcPeBHx18PXXgF+WJCksSdJGYCvw8HO9zn/2Q+BoIniL3VuUbbCWJT1bth08gjzUYOAW5W/wnzjE70VZ2+10/eaTrkd9SpxhGHQ7PSzLodc3qdTb7HjDb7P48N1c/rEv0XNl6q0Ujd42cFy61g5MxpiYmGDLlq3s3Lmb8bENqKoX7DKZDP2+wZkzZ3n66aMcP36CZDIF4E8kERn0WiffptvtsLyyjGkZ1Bt1ev0umqbiDs6lJEn+mKxcLke9XqdUKnnNrWyWM2fOcP/9D3j4qB5GszV6ssFkbpyUG2WLNcUh+Wlc1yYUUkmnE5x//nk88fjjrDbnWG09xtSowfSo4ZfJQW6vOAT0IChdhmFQKBT4zne+zXA8wi81H2LZ0kjX51GLp/wxWKlUim63y9VXXw0wgGH6xGI6tmPx9JHDA7qnhGNLqEoYRQ7jut7cxqAfiVg3P23jFxm3eP9B+wXBphkdHUVVVVZWVvzgJIYCiIyz3W6j6zrpdNqvcIQ3iKDCCfm52Fx7vZ4vZa/XG1SrNY9hJCtYlu03O4OZrICkDMMgk8kQj8ep1Wp+QBRrvtfr+UMjRLMxn8/7zxfBXZheBRv2QWZOsIIQry/+tq7r60gEsJYQiapPksA0+ziO16MSG5eu6+RyOSYnJhgbHaVWqzI7OzsYXecNjz5z+gy4Dlf9k8riVyKc/yGZLdu3MT6+gb5hkJ2+CFx4yQ23suvci8F12b59G6dPn+T48aOcnTuDZBbI5ZbYO57HdVyQvM905tSxnxlHfh62yV68hqSCF+y/4Lrun0iSNAR8AZgC5oDXuK5bGTznD4FfAyzgd1zX/fZzvMZ/+sz7rrt/BPATmbE4vEW5PsMO3nziMeIIBu1nHs/EtmEt4AnaYDQSQxgMaWGVkZERCoXCgGGRHBjDN/yyUyxeRVHWldOuY6Np3kRzx3Hp9nokEylWCkXqtfrAq3rtM6TTad8gyXt/DMpMA88vA2RFRpYkVNXjgoty2bZtZDXk0+rE3+n1e6w6JfRIlNHIBpaXVjly5DDnn3cuoRBIOZnpoVFiRPl2+V72Wzvp9HqciS5yfmQPlmVy+uQsqiLzgNJksVqkMzPKR6cvRXZkX8Idj8d9IYo4n970GgdwUEMOd9zxaa644grOO+8CJEmhXGryyCOP8MMf3oOiKLzvfe/zN1BxPYW0u932nOEy6SyhkD4YKJAZVCyezafQ5zzbWvD/f5ZN/JnsFGFNKgRGYtK6oiiUSiXy+TzxeJzVYtHXE0xOTmIYBktLS9i27cu6RUYbXNuxWHxgNuVw6NAh8vk8mqZRKBTQdZ1areaPbovFYjSbzYHM3vMOEbznRqOBpmk+Dx68zFusSyEsEk1pwcGPRCKUSiVkWR5wtbt+M1+wYMR5EK+TzWYJhUJ+lu4xanRM06Rarfq9gE6nQywWG/ROdFrtNr1aB/svi1CxkVUZKSSjfnAcNaLSbTZRZM/rvdVuY7SalH/wr8QueTmpiY088ugB7vvxQ9RrbW66+dWsrhYZHRtDj8aIJRI0Gg0SyTTtVpOzp46QTqXYvHkzoyMjNJtNTp06hSzLjI2NcmL2JGokiaLIvO3NNwD8H7FNngL2P8vPy8BLf8pzPgR86Ln+9n+VQ2RmwLr/xddrwfbZYZJnHsGfrSuXXfcnnhNsRgVvLldyMYz+oCPv4YCyLA84zZ5QRNyYQX9wcQOtNbBUDNPCMCwsy5u9WK3WadTbAxc0HdO00DSVXC6Hoqx5QPd6YkSbEA+5uO6a0rJaqQIumhbCti1kWfObQiMjI6wWi9j9PooW4jtnv4th97ll+I0sLCyydds2Uskklt0lFtEpNao0Ow12KBtpOh1URcZQTJqtJt1uB0kCNAXr8Cm6+2fINprIxdqDFQAAIABJREFUR57EHJ1BzwxRrVbXya3FRhYOR6jVaqiaxKOPPkIsHmXnrh10uz2SyRRzc3N0Oh1e9rKX+YMnRPUleMQe60chFk3h2C1kOYSiqESjwgHQsxd1cXFZ83kX1+EnNvLB+3tm9SWqtVAo5I9fW11dxXU9XxHROAVP8dgZ0DoFFizk3mLSuzgPAsMXQxkEq0dUQqoDhd/4CCcvVZm59pep1Wps3LiRRCLh86UTiQTJZNKvXoKugiLYinMXj8cDm+dao1JQBF3X9QO8GJsWZI+I8xJcz/V63Vc+e3L5BK7r+oZUgvKn6zq6rvvCJtvxTLWsJ1qEDJfE68YJTUZp3L1K72+XUN6WY2ZmhmajQbfX8zQBB++ndvB+XC3Mnd9VsWyHqJ4gnxsnn88zOubBPl3D5PTp0+h6lFQmw+zscSTLIB6LUVxdpVGvD6ArcF2bVquJ41qEQmtDmX/W8bzC8uc43vjGN+PaJu0ffgcsA6fdRI4mSF77Gj8IeEHXe3wwqD+zVAtm488W6J9ZCbmuZx8rpqY4jjfHr1hc9c15FhcXfFyx02lTr9cGcuUMkiTRbnd8aMcT8+B7VdfrNdyB4xxIdDu9Qakcw0Xmzi99hdkTx/iTP34/rmsPRmPJ1OoezUxWVCzLRJIdNE3FcSQMo4/juER0DcsU0JCKaduomoyLQ7FYJJlKIisqjisxpU9xvHGMY08fY2hoGF0Pc/ToEc6/cC9y3+VR6Sk2auOkW2n0eISHpceJ9SIUSyu0Wy1q1TLFwgrTQ0PsOLTCrzSWSM1+kdbMNk6+9rdIJpM0602UqgazIeRNDkxCrdYgkYjjuCatVoOLLrqAubkzZDOj1GpNcrkcY2Nj3H77/8N1111PKBTxRTGuK0bUqTg2xGIe5x3AsswBJ9vy1XwuDlJggw/SCYPZtagMRNMwkUj4Cl5d1+l2u5w9e9avXkQzUqgaheIxOpBoiyxYMFWmPrqVUFel8JElQqEQuVzOx+xFRtpsNn38vNtdJd5XkJYbJBIxpqen/bFigiUl/ETEuj579iy2bfsCtWaz6UvUm80m4+PjfgVTKpV8GDIcDrO6uuqf90ql4o9NE5CO2BCXj/4bciTF1PaXsH37Dr/fkkymKJfLAHyw97s8HXuci+QX86vptxEKTWDbNrVajV6/703FfM8qkduGsYcM6l9ZZuwf9hLZNIJZbmJ9eIXmn6dZWimQSqdRIzrDL76RhYfvJXLRL3E1OqurJU7OnmBmZoaDhw+TSCTYMDVFLjdEuVrhsQOP8aqZKTqdJq+/5SbffyUUCuHiUm+U2bRpI0eOHmZkNI9hQL1Wfs649Hzw/jmOnTt30fzmHaj5CfT9V0O7gTF/CqnTIpTxaFO2bfk2ks8M2s8GowQxuGCmvdaQWQv4wvRJ/APWNY88LxOHbrc9GK0kDXBKl37f894WG4OiuAPxQY9ut+P5NLsu3W4f07RQVI3scIKFhWUqlQorKytceMEFZIcyuK5L3/AggHDYo+rZtgU4yLKoEkBRNBSFgbl8aBCQXMIRz9FPkrwKwXVdFFWlVW+yNbKDSXMjx4qzbN++naWFeXQ95MENjs057a0cjpyiGmvTk/sk6jrDnSQOFolSDvfLEyxdvMCZM2e46KKLeHrPXrbpcRYvuRbH8aaxh741hLWkIudcrEck4rda5MZy9HptotEIzWaNlZUC9XqD8/a/AAmV7dt38qMf/Zgrr7yKfH7EzyAV2VNgug4+vixgrSBDQlxf111rkD6bklKwNoINSBHQisUiU1NTyLI8MFpaa3gLNWQ0GvVVkCJoCqxYbPiyrGKdtYgfiWFHbPK1UezNph8UBWOkXq/7bnu2bbPnvMs4+VfDjNYL5POjftNTcNvFehZZuIDILMsin8/7G4FghiQSCUKhEKurqwBkMhnfa1sEaUmSqNVqgXWrrDt/Zw58mRMPfpZILEWILtsuvGUNmhuc20ajQVFbImJFmFNOoof1dcrSiK57gyLkFUITUbo3u/DBVcrlMuVymczQENKmKM1yi9GxUVQ1Qjwl8+nP3IG291WcefwIc4srTG2YYmpqkj17t3By6Z8ZybyOifFpCqsFbrhzF9syKc4WVohFdQ4cOLA2gR6HdDrFpk0zSJLrmX8pEc6ePek7M/6s43ljquc4hjJZ/uVDf8LGzDXo6hCldIG6WkaSJBrf+yLq0AjxCy5bl0kFM6sgQ+SZ8IdYbMHyWAzDFSVmMANbC/YAQZqX4uHM8hrEoqkRXNfjuQYVZUJdF4/HWSkU6BtWQFyi0Gg0KZfKaFqIxx57jA0T41xw/jno0TAg0Ww2/Kbf2nuSkSWVXq8/+OxrfGGRRTqOg40nENEj3mZj2Da9fh/TtDl15jQnT55ClUI0m3V+bfNGIt/6Hub7f5eO6xLSQqhqiE6nT6fXZrW8RHd1CfOYwzmZGTa8bB6no1JaGGE62Wc1kuBY12Tnzp2EpTDWZ2Ikf8tdd02MJ2Wa37LIv0/i6cIJ/lC5i72zIWZaMa7ZdSmu6/Loo4/T7fZ561tu9QUawkRMbEqAzzQSniFewFlrqCmKgqwo67JtIZYRsydVVfUHUruud66SySS27Q05EIwjEVQFliyaj94UeG/Sjwd1eYN5s9msH5wNwyD/sTG0Rgj5dg+CqFY9wVGr1ULXdTZv3uwzN0RDU+DThUJhXcNWBCJYm57TaDRIJBL++pRlmXg8zunTp3Fdl+HhYf/ziYAvYIygG5+oAFKplA/DeIyWECsrK7RXHyMajTKxzUNvRQUgGCLCrEpsivpgNJuwA3jiqaeIOlGGT0aJ3ZDDNE00V8E81iG0N8Ftn9apN2ws0+Wtl6/y+L13cPr0WS594UuYmNxILjeCHktQKCwTTn6fTm+BTOxCyq2HOfjgZiaUcX7n2I2YmsVHVq7lhe/4KBv3nIOmqaysLNNo1onHoz78uFqq0O2ZdNo9Hrjv+3z9S5+F/xPM+//vx77zzsOtVJFHopT0AtmlBM38PIRCqOkh7FoJWVZQVWVdZi04uMGGpcDnRKYWzKbXGmCSz3sVgTio5PM2By9jlSQJPRQeBEeTL33/fzI+splL914/4Bcr/k0gONO6rhOPx2k0Ghw8eIit27YPfFDA6PfotDtYlk2tVsJ1wenWmT99gm27d9Pt9gavL4RBXlWgKiqOA56p/Rp3V2w+4uYWwgnhB9EfBCHTWlPKycDQcIbwd+9G2jCOcewk6p5t2JZLr9ehb5gYRh89rLJ89HGuvWQDyU0OPzpgcV5+mMm9i8gn0kx0C4xfcR1N00RbjNHqu4TDCt4EI1BcjdBmmZZmokgyrWoLZVjh6Eabm5KXYK7aLC4uoqoaueHU2oRxJCyr/5P9DslrWCuq9/eDfRLhBCgHNj2RsQruddAtUmwC4XCY4qDhGNwExWxTb33Jng2pqmG1OzSaLZ9FIfjYlUqFaDTq9z5a7617LAwnQr1e92xLB5tEJBLxh+gKlkmr1fIz+XQ6zeTkJAsLC/R6PcbGxnx/d8H3FutbrNdIJML8/DzlcpnR0VF0Xfdl9L1ez2eViKHL1WrVV0QGLZSF2jaR8NZ+buYy4vH4Omw9qK4U95TjOH5T1Me6B9h7Op3G+kwR/cZJz/kzHmfOmKNbr3PDng6fuifFRRMFqtUK2VweWYsSicaQlBDHZ0+zWiyhR1R2796FZZ/EdJaRsNi9aweqFOHrQ3fTmzuEWtV46JPvIfKHn8RBZn7+LOPj455vfa/Pmad+jD6xEUfy1KtnTh5/ztj0fOb9HMc3b/8+icUTdC/Ywmh4GiyX/tmT1KxZOscPcu8VL+QFuy9hryn7N1PfMDAt2+Ni255ng2WZuM/iaSHKxLXBAM+OhYuM0Qs+Lt//RIEXvDbH0ESExx57DEk1uefxT6OpOmp7C9l0jn379tHtdsnn854oxnJoNJv0ugOHtHAIWdEGN4XnbdHresH+rrvuYiwV564v34EWDvO+v/k7wAvWwLqGimOvN8UXwVlkXb5fteMFclUJYTk2nV4fwzBptFp0Oh3m5uY4+ORTDA9neM2rb0RRJYYynvl9s9YipIX54Y9/TN/osH//PnaMn+S+bx1hxxW38NSn5km9SGK5sMJvzmRwwjJfOfUUumpxXuRdxOwMG347im07LH2qg9N20Ta5GPM27hUN1KiGosiYpsVSv85DhRPcuPGF6Jrme24IyXrQ7sCDDGSisYjf/BMNRC/AeiZFINE3TP+cicoq+BwxhUeSJJ9FItSDoVAYLRRift7rb2SzWWRZXjfaS9M0Dhw4wO7du33es/D4zmazOI7jD002DINyuYzrumzYsMH36Q5aNIhMularsWHDBiKRCM1mk2Kx6A/znZub86+38LtOpVIcOnSITCbD6OgoxWIRQTsV7ofAOuGULMu+X0mxWKTdbvvveWhoyKt0B4wV07T899rpdHzDKgFdiR6AEMAJl0CxMa6urnrnZHiYaDRK820nCV+doXeFV1FNT09TLpfpnG2jfKzCv7zgIebnl3jrW2/Dth1uv/1TbNq4lUw2w9UvvZLlwjK1eo0zZ44QDkE4HKVT7zEykmdqYgxdj/Cdd72OnW96N3U3jBZSBgKjHsMxjaf/5TOEqjLyrhztR06y54/fwzv+++vEUnk+8/6PHuOjk1j1JkokRCKSJDwfw50YJbd7H3ekNO5+yYU8ENJ4V0liY70/YGyYmKaXJXiyOQfXtQlOixc3vzDvWaOLrWF7IkMLNjjD4RCOY7F0sMt3TizwWn0Sa4PB2M2T7Jx8KYl4lEx8I9lslieeeJJtW7cxNjoxEMCU12VZXcMkomu4LtiW6ZXsjoWiyuzfv5tsKk11dZ5YPI6gJYrMeh19zZXWBe/gpiSwUMu2cPCClqqEAoo7jxoXDocZHR0lGomwc9cOYrEY9UbVs/5stEgkkvS6BpFImPPO38dI3CKXhG0vfgOmYXFYe5DdzZ3sPWc7xdAcqYRM6uABtodPY06/gc6P4vSNHkbfInGDi+lamG0T4/4QkuyAaaIoOgdKp/gf//g+VF3nW9vu5n+/4r3r1IawxtMXvYVQSMO0+r7JfzSqk0jEfRjLsjwvGE8RyzpvcVGNCVjCGsAVhmFgWh4DKBb3hFKmafqBWnjDiIw9Go36fhxiHFmv1/M53aFQiFKp5FdhgnkTi8V8vUCQ433s2DEmJiYoFotMTk7iOA6FQsFnrCQHpkqS5M2WFAwS8S8cDpPP5/2pNtFo1IdcxLoXTU8hBBLn2DTNn5D0i+y50+muU1SKcxiJRHzOuVijYv2plkrknjDmhRZGxPDvKzEZKPnhTdRvO46zL4eeCnuMmUoP9f1F2jdFSSlDbNiwkdXCKpmMNzB43zl7GB3Jc+LEcZrtJqVikbAWo9tqUlopcOzY03SaTf7gXe/ENvpsefMfUW93KHdadDotpqenkYFjd36JwqYq40eGOO/1b+Xh0keYfeqRnys2PZ95P8fxV3/9d8zom4guPYHRK7J966+xID1A58xxElfexLFkCMmx2VDrge0gsUbDE9mpJLkIj8dn4t4iw17Dy+V1N6oIhOFwmIWFBebn5+l02hiFGBsei7Pv7GaiiRhLLy9jXyXTajVptTps2LDBxx093xXJF1yUyxUvCETDHvzieuwTWBNQiOZRkFsuKgAhyfYnkLuq/z6DQqWgeKfd7aCFQqiKSqPZxnGdwZRsFWSv+Wb0ekT0EJZpIkvec8NaCNmVcWzJGyKgysiyS9I4RDq9yuLcNF1JZW7pCXaN26wslomnJ2k+NIuZK7DFeAj5pm8wVJ7C7DmEdki4motkSpQ+JBE610a+yqs2TMfm9Xe8mz962W/S7Lc50i9w8dh2dscmEVNivOAZ9oOVx7SBoSFPjCJMxYL+NLIsI8kKnU53XVNSBCRxLg3D8gNYp9MhmUz6mbnIJtvtNtGo5zW+uLjou/klk0mazSbLy8sMDw/7WW5QpSgESJlMhlhMh4N/QmHqrWT04Z/ArUWmm0gkBpqBtt8bEUFR+H5704uqDA8PMzU1Ra1W81WUwgVRVC7VapWJiQkajQaRSIRYLMbc3JwP6wXvCRGY/Qaf6/qQnciyDcOg1Wr5qswgDBQKhXDfHGMl3ebLv3KMt6/sxkxZ1Pd5TdWJmX9Fj93Nocc/jqqqZE//f+2de5Bcd3XnP797bz9uv3veM3rNIEtCsiWMbIyDjG0JJzY2gYTSBmrxQi2prWztblVSri2CSdXuJrtVbJLdwC4kgSQ4BRU2sCRU8CPBGGzjB9jWW0ga29LoNZpXz3TP9Ltv9733t3/c+7vd8mLj2JixPPdbNTXdd1qte0/fPr/zO+d7vieFPNZg+uR5Tkfm2XHvbUyfv8jU6bPous4zzzzLO659B+Wrhlm2s3ScGBMXDiEEJONxKpUy3/vuQ9TrVXZecw27du7Etr2O0YuXCrgSnn32Wfbs2cPwyBC2Y7P4wD+w/V/9a+JmEnSNE/f9KT8szDB5OkibhJH3a8XoyDpmi7PsvOV9ROsup8s/wY4No90wTqvdZryoctUSNK+YqOjYrvRuME1oSHoddPfmVI0D3k0aCZxef38/UkoWFhaYm5tjw4YNjI6O0mq1KC5p1IcbrPvMDkqazWyrgGV1+Pqf/w2VSpWPfeyjzMzMsG6dJxYP3mAGKQW1WoNkMoXr2lgtX2NFuj57pCv3qeRH1XZe5SDVxKDewbu61pUFUFGq+nKpCNFqt4nF496kEZ+f3unYSGnTPzjgC3XpSOli223yOc9p1Cqe5osRj9J2bKQjcdo2TXeYZLvAqUKJsdERVp75CU922mzMphCDGoXTK9hyC4+2Bvlk26E+tkzSyVL7nqQ9DUafS/Qej/InpC8rKjQ6Vou/PHE/XD3B1EP/yCd/68+p1ipEIp4e9vDwAJomcNw20ViEjZs2Bc0xnU7H44z7zUeqdtFoNrFtN9AN6XQ6JEyTdCoViPnruk7L6nDhwgV27NiBYRiUSiVGRkYuG7SgqHfLy8sUCgVyuVzguIvFYjCtpnc4SK9G/Pj4uCfupes4aEyttNjuek1bSiZWTelRj/v7+0kmk4GT9oSm8pc1+mQyGSzL4uzZs8H9olI/GzduJBKJBCkeledWBVdlL7WLUOkede+pNJK3WLaDGZ2qKJnLeVINqq8hnU6jGQbfKE/xL6/dyX+5+2m++NAt3H3bYzzw2Q/RuMHC6ixgJp+i2biFvpHvMz2zmaPtOA+e/yf+/ad/m/X2VTzx5I9o+F2a7XiEz37tMyQicM89X2BiaIBoNIKha0QNje985/8y2DfAti2bGRwcJJFI8OCD97PnpvdSb1jUWy1v55KucKr6E4zo9biOi7HnNib/+HNIWyKA3K/ezOTTj70q3xQ6758BT+tjkEqjgitdtNwgOviFFBdN7+YsBcLnZWsIfPaJyotGuvKtqilBaUCo547jBo6g2WxSKpWYnp4GCFp2jx09Tj7fTyyWoF5v+k0zLq1Wk/3793P6zGkMI0I6nQm2mKqir4TrPbZCB00n+CKoNIBK4zQajS5Lwo+AVCs89EoBdLsDVUFN5TSVo29Znhpju93GUUp4frFO03T/fGwMzRvukEokicZMrLZHXQSNjv+eVquFacZ45OEn2TqeYiBXplSMUtairDd19Hqd4RuHyW3ey9PTi3Cpgut6U4asuIXY65DoGGimTrMpAy10df5//fE/5N9+6/dZOXmc9+37AFa7het603uSyX50w/s8M8k0qVSCeDyGlARRrpqBqfTCPYfj4HHoGxiGwbqxMTqdDsViMZjComkaCwsLxOPx4LNWeVy1IC4uLtLX10c+n+f8+fPBoGLF0R4cHAzuK/WeKqI1DIOBgYGgUNhoNFgZ+y2GO04Q/St2kGoGUgvF5OQk69atC7op6/V6oP+tRLBUe30mkwk45ZZlBUMLqtWqr4USCe4x9T5qN5JMJoMdp9edmrssd6/uL2WzRCIRLJpqp6MCDOk46ED6QoR7Ijs59y9K2BUXNwYYcSLaBs6cuZfx8T/iHzv7aRsFZk/WaTbbnD9/kWKxRL1WI5fNommComMR1QVly+WaXbsRxWWslkUyEwPXwYzH2fu+vUyfv8Cm8XFmZmfZ9c7raFodDh4+Qjbfz6KYo/beeS6Wm2xt7iSVyniNSR+7m+KJZ8hv30m1py7ysxCmTV4B+/d/hI9//De9jjQzRsI0sR3PidRqNdrtNn35PMmEVy1/aXHR0xG20Q0DBPzOt79NRAg+/xu/ETQk/Mfvx/jg23Xu2NqVr2y1WsG2UokG/fCHP+TSpRn2vOdmNmzYRKNRxzTjmGacjt2i0WiQzWYAkG53sG5vK7jqfDPNOK1WE6vdLWSpopNSa1Pb/d50yUtb9L3HoGtGEJkDAZMikOpE0rFtpCvR9Qi261BvNnFd7wsci0WDyF/XdYQmfB51z6xOIRB+J1phfpbkRz/D8sUkg5kEm0/dRT6XwnVqNFo6fZTRS08xu+ELVCsVUilvQG67bROPmT4rQlEwXTodG+G3rieTSYpLSyCgWFzi7NkpFhbm+dSnPkU0GiGRMIOhCu1Om067K8/qOXGPiaLy1tCdbD487EmiKn6zEnFSOehqrYHjOGSz2eBeUoVsXdd54oknuPXWW4nH45w6dSoYkKCob2phrVQqgeiZ6lA0TRPLsgLlSuVwFXvFNM2AAqmCCtVQI6UklUphWRbDw8OoiTtKu0RR/KrVKolEgkLBayBTMrLFYjEYEqzy0lLKYIiySp9UKhVisRi5XC6Y6KM+f5X+qVY9be+XLhLpdNp7rRBIVyL0CALBvyv8iD/57K2IdoRaQmP6E0epNWuUlpaImQmsq8v+eUQwE0k6h5OsLK+gR6KkTR1NQMfuMDc/52mBRypUphaoRW0gx0g+TavZJJfvo9m0mJubozC/wO5btzNffp769Ail5SIf/NU7KRQK/Dj2KJGZJNlSHrtVZnHhEuXlV5R+DdMmrwXXXrubuBlF4gSUNiBgUCSTSTKZLJrvJFVUm0olfW6sAUgi0QjTxSKn5uYwNI3n5+ZozM2xkL6edEzjuy867M55anoqz2mappd/NBNUqhWGBofJZvL09fWj64JGo0bJmkGWXbSGx3vdt2+f9wWIdocMqMVZdeB5FDbPqUainj6JinZUVNVlvlxOc1RsCxVxaZqG68hgi6zymiqHGyizuSrn6f1/ltXGdbwIPRGPXiaNqus6uj9kopdLrgmBJkAiiKUdLj6boz0/Sva9K7y48wFGnvs4SysDDKVdhngQO3kNsaV/YsnZRacD6XSGeq2OJpQyncR1vUhOaKDr3mI7Pz+LpmnMzc2wtLRIvV7l9tt/mVTKvEy/umV5tLhOW2LbXRlg1X3ZO09ybGwsKBiqCFE5XNd1A5aF4t93c+vxgIYnpWTbtm2YpsnJkycDWdXez1YtrPF4nEKhQDqdDuynOiGVJrdqNlKfma7rlEqlgFuudl6qqKeKoMViMdAgUYVEKSWVSoVCocDY2BjxeJwLFy4EWiqqLV013ahidTKZxDTNYBxZOp0mFotRKpUCiWRPhqHl7/pcf6izvEwQS92rLhLDiNBu28QMb4H6b/kbeOieE1z7dxvplPM0zwvK8TLxRIqOazP9vSIb/kMKJFT/VmC3mvT3D2I7NsNDGaK+Ln6706ZeryIl5MoDFFLT5DIRkokkoyOjPP744xQXS7joOLbtOW6rxOiWLVSPVLGl9JQIv9+gXJ9nzqq/bv8URt4vg0QiyVfu+1pwswwMDHg52FoN04z7kZsAV3aLOjVPV6K/v496vR4UecqVGq22xX9//HEKlQr/+ZZbgi/CxMQEnU6Hvr5+UskUxeIytUbVp+45OK5yDAJD15k8eYpGo8HevbfwwsUTWB2Loz86znve8x42b96MphkIjCB9obbdKj3gRVs2yWQCq90KOMWqhVtV65XwlGokUs9VNKQWKqQRMBSUA1HzB23H9aJoI4IrCVI3atqQcoZCCPRIBNdPOxiGQduP4lVx18uHugi8POuJyL2MFlo4n38/Ml3hocwMyWSSD394Pxsb9xFrHueb8iM8kzvEnuJebrv+l2mteNfrzXTUABfHUYJiknq9xvkzUxSen6FiVbnmBzkWvvxOknGTPRuuYsfYukAsybIsOu0OrqsHUbw6X5WjzefzpNNp5ubmgutUaSrwaiC1Wo1azWPT+P0+QdFTLZJKR2VoaIinn36aTZs2sbS0RCKRIJPxdlsqVVUqlYLitK57czNzuRz9/f3B/6WiaSBwwqZpBjs15ewVNVDtiFRreiqV4uLFi4yPjyOlp8boOA7Dw8PBPaaUDVVQoBY1dd29OuFqB6LsVq/XGRoa8uUbygENsl6vY7Ut2k7Hb4bSPcVGQyedziKloLJcZblcZmpqyut41nUSqTTL83XGnr2RLUvHmPxkmqMvnGJuboFNmyYQus7wyAgTv/S/iKQuUpu9k/bCR/jTL/4x27dvZ/v27UxOTnLsmcNs10eQo0ns+Rp6VCe+Nc9jjz3OjXv2eDK5ZppUIsLJyceoRy5y8cfLr9cVhZH3Pxdbt27zxmf5Km3l8gqxWIytW7di255Qk+s4RKIRNCGJxyLYHa8xY25uLmB2LK+sMPn8i4yMjjCxsMC+iQlyuRylUsmfDpLEtjtEY3FqjSaFYol2u4VhRP3tfHf7HDEM1q9fT39/PzMzMxx/9hTNVoO77rqLoaEhNE3HdbyWeNftRoPqi6G2yaZp4rjduY0q8lJFod60R2+7sloIevOP0u22I2uaRqPZxIjESGWyLC4ueouG0Oi0rcB59TJugugaf4qHlDgv4QFrmvC50hKr5Z3jWPWTiMnj2I6BGTG5dfNehq4bJp3JUo18mFnz1znS/BaObfPM2OPsbOwk7Xra45r0GEC27Qb0zVQqxczMNCcOHWPX4SFi6xPM7nPYnRnkUHUJ0W7fAkHjAAALB0lEQVQzde4chp/OcR0lbmX4gk5asNB5nY4JDMOgWCz+f801QbOMT9HzJprrWH7uV1ESVa630+mwbt06lpeXmZiYwDRNSqUSnrlk0HGpCnxqIV1eXiaXywWdlqrY2Fs0TKVSgSyumu6k7gulCKiuSTn3M2fOMDY2FkTFy8vLlw3NUJ+xahYCb7eiGCgqxaHOQS0qExMTQVFWpezUHFDbtqk1aqApu0eolCtkMn3EYgl0zWR+foHs1/6KbKvJuRtvIpHJ0Gha1GtNEimT+p2TRL7oMvGlIl/vP8W1178L3TCo1Gr02TUkDrXCtSQGDuBoU0QiCfL5PMeOHefAwYN8+NZ3885Em3/4cZVYJkH/9W/jyUd/wPjmzeC0OH/6GBfOnvQlI954hJH3y+DLX/4KW7dtIx6PMzU1xZYtVzExMUG5vMLk5KQ3PKBjc/DAAYaGhojFYmzcuLHb5dXpkFqoM1mYZsGx0DQ9eB2aTtSfWB2Pm/6k7ZVgqwjdCK7XAWsIz7k5NkNDgxw9dpidO3cGeiaW1SZieJrRvWmPl7baaxpoOkElHwgKTmpwrXLkihaotr/QbTBBarh0IyY1FFedr3Jalr+97d0JCCEC/rGXXulOQ+8WTiESMYj5DskQKhIXHqNHSiKaTt/DQ7h9DtWBCvX1dVZWyhSLRYQuyA/nSaWSpIw09XrNe++4Wpg8e7jS+7xWSlW+8b/vo3Rhnv3X/xrZHUPs/MgvYZomAwMDl0mJqjxxq+W1nCvOsyqiKRYJELy2XC6zbdu2gJGhHFu73UEEhVsnoIgqZ9zf38+hQ4eo1+u8/e1vp1qtBrMW6/W630GZJB6PBV2IXjSfDhZhdVyl5GKxGNlsNojwg9SDX/9oNBpBRKzSMmrRVkyTRqNBqVTCsize9a53cfr0aSK6oFm9yPTU0+y++d/Q6Xj5/977Qt1Lg4ODwWKl7rdsJsvK8or/3A1qIp2OQywVp9lqAxovvjDF3Ow8z92uU8q7fODbabLZHLumDjNUWeHY7R8EvCEiVrtNtVojEo9z6rnjtEWcWCaBlBrtjoWmCVKpFOmsy1U3f477v/B+6k2bkbEh5ucXsG2b0dExNtXPc+OwxlcPneNbj/zgF+GGIIy8//nYu28vi4tL9Pf34bo2mze/LSgkqlTKA/ffz+7duxkfHycWi9Go1bEdm/58HyfOnGBYxlifG6QjW8TiceJxE8eVRHwGhadAJ2g2vS+Lyiv36j70Fgw12R10Wy6X2bFjB45jB1X2aDSGdLtNDQpqAVDHkskkmk7gXHtTE71NOL0pAJU7VdtzXdeRrsBTKOxOUfc6x7qNEAhB24+4XipHqxY6z2mrvLdDp90mGtFJ+G3TUko0//WakN6Ox/AWHjNusvQr8wz//Trq72hQKi3zzW9+k8HBIe6++2Oe/oZ/mytqWb3hderlclmmpy8QN6MIBBObJ7jp/fsYHhhk103X4bouo6OjwU6kr68v2L14/HUCVklvpFksFn2nEwtsFY1GA7aHymcrloVEIH2bq0VPOe9cLofruiwvLweaI6o2UqvVcRybVssimUwhZXe4RC6XCz4LtSj2fr5CiGCBUfdXJpMJIudkMsni4mIw5KF3XqTaQan8/cDAAOfOnfMadvoHOH7mEcBg8vCDjEzcEpyToj8qVk4+nw/y27FonEg0Qq3qiaYJIWi2LFLpNPG46XHgdQ3XcTlzZoqFwjIxM4PVXiF7SZAbHcboSGZvvJmCrhOPRnGlYHFpiY5tY0RiGEaE2WqJsfVbQPPeS9MNYtEIjWaTqGlz5Lv7EUaFgcEBMpk8qVSWM5NH+NGjD3C4eonvGhpHL8y9wd7n1SGMvF8G/+N/fo477rgjKPLNzMzgui4HDhzg3e9+N5qmkU9lqFVruBLmF+Y5eOgouXwfc/MLCM3wNI8zaTLZNND9EgcRqZ8r7p29p3KAvS3EQggEAiNweh67QTdUZO7rbPjzMlxXBl+y3qKfGkrb7jTpdNpBQQouH3YLXMZd7m26UY+Rgo7j4jhdNTylb6HO3zRNrHabki98pHLi6r2DjsR4HIT392ajgeu4jPqt1oAf9QkMTRCLRhF6l5bYajURmj/oAIHdcXzdijTlyjKargXa1QF7BpeVlRW+9KU/w3Ysbr/9V7hw4QK/+7v3YuhRnwERDRgQjuPy8MMP89RTT/EHf/BficViLCwsUKs1gvtlZGQEy7I4cOAA1113XaAHogqIakFUjkx9/kIIJNpl3GZFo9u+fTtnz55lYWGB7dt3MD8/H7SOX3311R7nv1gkk8kE16d2E4o9pD5jteCo9IjjOMzOzpJMJtm4cSO2bbO4uBjUHBTNMZvNBi3zsVgs6OJUC1CpVKLVarFr1y5/chBBM5FiH6loX48YZLM5KtUKruNSrlQw43Fsy2PqeKUdQSQaJZVI0Wx5kq2NRpOFxQJHjk2yft0G33befenYLoODg/QP9IFwkdLrbq43PK1ux3GJmyYHjxxlbnaeiS1baVnevZdMmWhCIHCxnQ4nDj7J0sJFTp86+Ib5ldeAl4283yzOexFvLuYrj0t+62OA0AahDTyEdghtALBJSjn40/7wpnDeAEKIgy+3wqwVhDYIbaAQ2iG0wc/CzxxAHCJEiBAh3nwInXeIECFCXIF4Mznvv1jtE3gTILRBaAOF0A6hDV4Rb5qcd4gQIUKEePV4M0XeIUKECBHiVWLVnbcQ4g4hxAtCiDNCiE+v9vm8kRBC3CeEKAghTvQc6xNCPCKEOO3/zvf87V7fLi8IIW5fnbP++UEIsUEI8ZgQYlIIcVII8dv+8TVjAwAhRFwI8ZwQ4phvh9/3j68pOwAIIXQhxBEhxIP+8zVng9eM3nFWv+gfQAemgLcBUeAYsGM1z+kNvt6bgd3AiZ5jfwR82n/8aeAP/cc7fHvEgAnfTvpqX8PrvP5RYLf/OA286F/nmrGBf10CSPmPI8CzwI1rzQ7+td0D/B/gQf/5mrPBa/1Z7cj7BuCMlPKslLINfAP40Cqf0xsGKeUTQOklhz8EfNV//FXg13qOf0NKaUkpzwFn8Ox1xUJKOSelPOw/rgKTwDrWkA0ApIea/zTi/0jWmB2EEOuBu4C/6jm8pmzwerDaznsdMN3z/JJ/bC1hWEo5B55zA4b8429p2wghxoF34kWda84GfrrgKFAAHpFSrkU7fB74FOD2HFtrNnjNWG3nLX7KsZD+4uEtaxshRAr4e+B3pJSVV3rpTzn2lrCBlNKRUl4LrAduEEJc8wovf8vZQQjxAaAgpTz0av/JTzl2Rdvg9WK1nfclYEPP8/XA7Cqdy2phQQgxCuD/LvjH35K2EUJE8Bz316WU3/YPrykb9EJKuQI8DtzB2rLDHuCDQojzeOnSfUKIv2Ft2eB1YbWd9wFgixBiQggRBT4K3L/K5/SLxv3AJ/zHnwC+03P8o0KImBBiAtgCPLcK5/dzg/BEnb8CTEop/6TnT2vGBgBCiEEhRM5/bAK3Ac+zhuwgpbxXSrleSjmO971/VEp5N2vIBq8bq10xBe7EYx1MAb+32ufzBl/r3wJzQAcvkvhNoB/4AXDa/93X8/rf8+3yAvD+1T7/n8P134S31T0OHPV/7lxLNvCvaRdwxLfDCeA/+cfXlB16ru1WumyTNWmD1/ITdliGCBEixBWI1U6bhAgRIkSI14DQeYcIESLEFYjQeYcIESLEFYjQeYcIESLEFYjQeYcIESLEFYjQeYcIESLEFYjQeYcIESLEFYjQeYcIESLEFYj/B500gh2QuAK0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.cvtColor(cv2.imread('mountain.jpg'), cv2.COLOR_BGR2RGB)\n",
    "src = np.float32([[0,500],[313,0],[500,313]])\n",
    "dst = np.float32([[0,600],[400,0],[500,300]])\n",
    "_, affine_image = affine(image, src, dst)\n",
    "plt.imshow(cv2.drawKeypoints(affine_image, get_feature(affine_image)[0], None, flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def match_points(_feature_1, _feature_2, angle_error, distance_error, angle_threshold=40):\n",
    "    kps1, des1 = _feature_1\n",
    "    kps2, des2 = _feature_2\n",
    "    match_count = 0\n",
    "    if len(kps1) == 0:\n",
    "        return 0\n",
    "    for _kps1, _des1 in zip(kps1, des1):\n",
    "        if _kps1.angle < angle_threshold:\n",
    "            continue\n",
    "        for _kps2, _des2 in zip(kps2, des2):\n",
    "            if abs(_kps1.angle - _kps2.angle) > angle_error:\n",
    "                continue\n",
    "            if abs(distance(_des1, _des2)) > distance_error:\n",
    "                continue\n",
    "            match_count += 1\n",
    "    return match_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sift_ransac(_image_1, _feature_1, _feature_2, error=[100, 100], iters=1000):\n",
    "    from_index = range(len(_feature_1[0]))\n",
    "    to_index = range(len(_feature_2[0]))\n",
    "    most_match_count = 0\n",
    "    best_matrix = None\n",
    "    for it in range(iters):\n",
    "        from_sample_index = np.random.choice(from_index, 3)\n",
    "        to_sample_index = np.random.choice(to_index, 3)\n",
    "        from_pts = []\n",
    "        to_pts = []\n",
    "        for _index in from_sample_index.tolist():\n",
    "            from_pts.append(list(_feature_1[0][_index].pt))\n",
    "        for _index in to_sample_index.tolist():\n",
    "            to_pts.append(list(_feature_2[0][_index].pt))\n",
    "        affine_matrix, _affine_image = affine(_image_1, np.float32(from_pts), np.float32(to_pts))\n",
    "        affine_feature = get_feature(_affine_image)\n",
    "        match_count = match_points(affine_feature, _feature_2, error[0], error[1])\n",
    "        if match_count > most_match_count:\n",
    "            most_match_count = match_count\n",
    "            best_matrix = affine_matrix\n",
    "    return most_match_count, best_matrix\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, matrix = sift_ransac(image, get_feature(image),get_feature(affine_image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2619bfd9e8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.imshow(affine_image)\n",
    "plt.subplot(122)\n",
    "plt.imshow(cv2.warpAffine(image, matrix, image.shape[-2::-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
